diff --git "a/omdena_qna_dataset/omdena_faq_training_data.csv" "b/omdena_qna_dataset/omdena_faq_training_data.csv"
new file mode 100644--- /dev/null
+++ "b/omdena_qna_dataset/omdena_faq_training_data.csv"
@@ -0,0 +1,324 @@
+Page No,Super_class,Class ,Questions,Intents,Actions,Answers
+1,Organization,why_work_with_us,What is the AI Innovation Challenge?,general_information,utter_general_information,"The AI Innovation Challenge is designed for medium to high-complexity projects, focusing on data challenges and innovative AI modeling. It involves assembling a team of 50 engineers who work on the project for eight weeks, totaling around 5000 hours of development."
+1,Organization,why_work_with_us,Can I choose engineers from a specific country or region to work on my project?,selection_process,utter_selection_process,"We follow a three-step process:
+
+1. Agreement: We define the project budget, team requirements (time zone, technical requirements, etc.), and team size.
+
+2. Team selection: After the agreement is signed we select the team within two weeks. Usually, before the team selection, we have a second call between Omdena’s Head of Projects and you/ your CTO, so we make sure we are aligned regarding n  your requirements.
+
+3. Project kick-off: Once the project team has been confirmed we organize a kick-off meeting with you and start the project.
+
+As we know our engineers best (because they have worked with us for many months or years), we speed up the selection process by selecting the team for you. This is a faster and more reliable process based on our experience in running hundreds of successful projects. t However, you have 14 days after the kick-off of the project to request a full refund if you are not satisfied with the team of engineers we have selected."
+1,Organization,why_work_with_us,What kind of support and resources does Omdena provide during the AI Innovation Challenge?,support_and_resources,utter_support_and_resources,"Omdena provides a range of support and resources during the AI Innovation Challenge. Here are some of the key features:
+Project scoping: Submit your idea and problem to be solved. If necessary, Omdena will help to scope your project
+1. Data and infrastructure: Get your data and systems ready by an experienced Omdena team
+2. AI development: Your AI models will be developed by a team of 50 engineers and a project manager
+3. Model deployment: Back and frontend deployment will be done by a dedicated Omdena team
+4. Collaborative platform: Omdena is a collaborative platform that brings together diverse teams from around the world to work on real-world AI problems
+5. Top talent teams: Omdena has dedicated teams of 1-5 senior engineers who are in the top 2% of Omdena talent
+6. Hiring outcome: Omdena provides an opportunity to work with talented engineers before hiring them. 85% of startups hire engineers from Omdena within 12 months
+7. Mentoring support: Omdena provides mentoring support to help participants develop their skills and build their careers
+8. Paid gigs: Participants can earn money through paid gigs and access many more opportunities
+.
+Overall, Omdena provides a comprehensive range of support and resources to help participants innovate, build, and deploy AI solutions."
+1,Organization,why_work_with_us,What is the vetting process for the Top Talent Teams?,selection_process,utter_selection_process,"The Top Talent Teams consist of the top 2% of Omdena talent, selected through a rigorous vetting process. However, the specifics of the vetting process are not outlined."
+1,Organization,why_work_with_us,What are the costs associated with hiring talent through Omdena?,cost_and_demo_inquiry,utter_cost_and_demo_inquiry,"Omdena does not charge any fees for hiring talent through its platform. In fact, the platform offers paid project gigs as an Omdena Top Talent, which allows individuals to earn money while working on real-world projects. Additionally, Omdena provides free access to paid courses worth up to $500 from partners like Dataquest and Datacamp, which can help individuals grow their skills and advance their careers. Overall, Omdena aims to provide a supportive and collaborative environment for individuals to develop their skills and make a positive impact in the world."
+1,Organization,why_work_with_us,In what industries does Omdena's talent have experience?,general_information,utter_general_information,"Omdena's talent has experience across various industries, including agriculture, automotive, child safety, disaster management, education, finance, healthcare, and more."
+1,Organization,why_work_with_us,How does Omdena ensure ethical AI development?,general_information,utter_general_information,"Omdena ensures ethical AI development by following the principle of 4C – collaboration, compassion, consciousness, and curiosity. Diverse and collaborative teams contribute to more ethical AI development."
+1,Organization,why_work_with_us,Can I see some of the projects that Omdena has completed in the past?,project_examples,utter_project_examples,"Omdena's website lists completed projects, such as ""Detecting Forest Wood Fire using IoT Sensor Data"" and ""Improving Food Security and Crop Yield in Senegal Using Satellite Imagery,"" among others. Each project overview provides insights into the project's nature, technology used, and implementation country."
+1,Organization,why_work_with_us,How diverse are Omdena's teams?,general_information,utter_general_information,"Omdena's teams are diverse in terms of skills, experiences, and geographic locations. They vet multiple skills through 30,000 yearly applications and 300+ hours of real-world projects, with talent represented from over 75 countries."
+1,Organization,why_work_with_us,What kind of post-project support does Omdena offer?,support_and_resources,utter_support_and_resources,Information about post-project support offered by Omdena is not provided.
+1,Organization,why_work_with_us,How can I join Omdena's network as a professional?,joining_omdena_network,utter_joining_omdena_network,Details on how to join Omdena's network as a professional are not given.
+1,Organization,why_work_with_us,What are the terms and conditions for hiring from Omdena?,selection_process,utter_selection_process,"Omdena offers a platform for mission-driven organizations and startups to build impactful AI solutions through global collaboration. The platform provides access to a global network of AI professionals and data scientists who work on real-world projects. There are no costs associated with hiring talent through Omdena, and the platform offers paid project gigs as an Omdena Top Talent. Additionally, Omdena provides free access to paid courses worth up to $500 from partners like Dataquest and Datacamp to help individuals grow their skills and advance their careers. The terms and conditions for hiring from Omdena are not explicitly stated on their website. However, individuals interested in joining the platform can apply for open positions on the Omdena Careers page. The platform offers a range of career paths, including AI Product Development, Community Development, AI Engineering, and AI Research. Omdena also provides mentoring support and career services, including access to paid gigs and full-time job opportunities at leading companies."
+1,Organization,why_work_with_us,Can I request a demo to understand how Omdena can help develop my project?,cost_and_demo_inquiry,utter_cost_and_demo_inquiry,"Yes, you can request a demo to understand how Omdena can help develop your project."
+1,Organization,why_work_with_us,Can you provide examples of the projects worked on by Omdena's top 2% of talent?,project_examples,utter_project_examples,"Examples of projects worked on by Omdena's top 2% of talent are not explicitly mentioned in the provided search results. However, Omdena's platform offerings highlight domain-experienced talent from over 535 completed projects across industries1. The Omdena Top Talent program selects the top performers from a pool of over 10,000 AI engineers, and these top talents have earned over $600,000 through Omdena's paid projects3. The Engineering Lead position at Omdena mentions the opportunity to work on paid projects as an Omdena Top Talent4. While specific examples are not mentioned, it can be inferred that the top 2% of talent at Omdena have worked on a diverse range of real-world AI projects across various domains and industries."
+2,Projects,projects,What are Omdena Projects?,omdena_projects,utter_omdena_projects,"Omdena Projects are real-world challenges that address social good and are brought to Omdena by NGOs, organizations, and startups[1]. These projects are designed to solve real-world problems using AI and are developed by teams of up to 50 AI engineers and data scientists who collaboratively develop real-world solutions[5][6]. The teams are diverse, with members from different countries, backgrounds, and genders[6]."
+2,Projects,projects,How many collaborators are there in a typical Omdena project team?,omdena_project_team_collaborators,utter_omdena_project_team_collaborators,Local Chapter Challenges are beginner-friendly and open-source projects that are related to social good and aim to solve challenges faced by the local community[3][5].
+2,Projects,projects,What types of challenges do Omdena Projects address?,omdena_project_challenges,utter_omdena_project_challenges,"AI Innovation Challenges are open to anyone who is using machine learning for their projects, and it provides computing resources, training sessions, and reference datasets to all participants[1]. The challenges welcome innovative projects powered by machine learning in any field or industry[1]."
+2,Projects,projects,Can you tell me more about Omdena Top Talent Projects?,omdena_top_talent_projects,utter_omdena_top_talent_projects,"Top Talent Projects are designed for experienced professionals with previous project experience with Omdena[5]. These projects focus on MLOps, software development, and other advanced topics[5]."
+2,Projects,projects,How can I join an Omdena Project?,join_omdena_project,utter_join_omdena_project,"To join an Omdena Project, interested individuals can apply through the Omdena website[1]."
+2,Projects,projects,What industries do Omdena Projects focus on?,omdena_project_industries,utter_omdena_project_industries,"Omdena Projects focus on various industries, including healthcare, finance, and energy[2][5]."
+2,Projects,projects,How can I apply for a specific project?,apply_specific_project,utter_apply_specific_project,Interested individuals can apply for a specific project by visiting the Omdena website and selecting the project they are interested in[1].
+2,Projects,projects,What is the difference between Local Chapter Challenges and AI Innovation Challenges?,difference_local_challenges_ai_innovation,utter_difference_local_challenges_ai_innovation,"Technologies used in Omdena Projects vary depending on the project requirements, but they include cutting-edge AI models, data collection, and engineering[5]."
+2,Projects,projects,Can you provide examples of technologies used in Omdena Projects?,omdena_project_technologies,utter_omdena_project_technologies,Omdena Projects are beneficial for the community as they address real-world challenges and provide solutions that can have a positive impact on society[1][5].
+2,Projects,projects,How are Omdena Projects beneficial for the community?,omdena_project_community_benefits,utter_omdena_project_community_benefits,"In summary, Omdena Projects are real-world challenges that address social good and are developed by teams of up to 50 AI engineers and data scientists who collaboratively develop real-world solutions. These projects focus on various industries and use cutting-edge AI models and technologies. Interested individuals can apply for a specific project through the Omdena website."
+,AI_Engineers,why_join_omdena,In what ways can i join omdena?,join_omdena,utter_join_omdena,"To join Omdena, you can follow these steps:Visit the Omdena website and explore the ongoing projects and challenges.
+Choose a project that aligns with your interests and skills.
+Apply for the project by filling out the application form on the project page.
+If selected, you will receive an invitation to join the project team.
+Once you join the project, you will collaborate with a diverse team of AI engineers and data scientists to develop real-world solutions."
+,AI_Engineers,why_join_omdena,What is Omdena's main focus?,omdena_focus,utter_omdena_focus,"Omdena's main focus is to solve real-world problems using AI and machine learning. The projects address various challenges in different industries, such as healthcare, finance, and energy."
+,AI_Engineers,why_join_omdena,How can I develop my AI portfolio with Omdena?,develop_ai_portfolio_omdena,utter_develop_ai_portfolio_omdena,"To develop your AI portfolio with Omdena, you can participate in their projects and challenges. By working on real-world problems and collaborating with experienced professionals, you can gain practical experience and showcase your skills in AI development."
+,AI_Engineers,why_join_omdena,Can you tell me more about Omdena's community benefits?,omdena_community_benefits,utter_omdena_community_benefits,"Omdena offers several community benefits, including: Networking opportunities: You can build a global network of AI professionals and experts.
+Mentoring support: Omdena connects you with mentors who can provide guidance and support in your career development.
+Paid project gigs: As an Omdena Top Talent, you can access paid project opportunities.
+Access to paid courses: Omdena provides free access to paid courses to enhance your skills and knowledge."
+,AI_Engineers,why_join_omdena,How can I join an Omdena project?,join_omdena_project,utter_join_omdena_project,"To join an Omdena Project, interested individuals can apply through the Omdena website[1]."
+,AI_Engineers,why_join_omdena,What career paths are available in Omdena?,omdena_career_paths,utter_omdena_career_paths,"Omdena offers career paths in AI product development, community development, AI engineering, and AI research4. These paths provide opportunities to work on real-world projects, receive mentorship, and access unique career opportunities."
+,AI_Engineers,why_join_omdena,How can I become part of Omdena's Top Talent Program,become_omdena_top_talent,utter_become_omdena_top_talent,"To become part of Omdena's Top Talent Program, you can join Omdena and complete projects to enhance your career opportunities and value in the job market1. Omdena's top collaborators have secured jobs at startups, tech giants like Google and Microsoft, and NGOs like Save the Children1."
+,AI_Engineers,why_join_omdena,"What is the Omdena School, and what courses does it offer?",omdena_school_courses,utter_omdena_school_courses,"The Omdena School offers courses to enhance your skills in AI and machine learning. The courses cover topics such as data mining, AI, ML, transfer learning, and NLP5."
+,AI_Engineers,why_join_omdena,"How do Omdena Local Chapters work, and how can I join one?",omdena_local_chapters_join,utter_omdena_local_chapters_join,Omdena Local Chapters are beginner-friendly and open-source projects that focus on social good and aim to solve challenges faced by the local community3. You can join a Local Chapter by participating in their projects and contributing to the solutions.
+,AI_Engineers,why_join_omdena,Can you provide examples of real-world challenges addressed by Omdena projects?,omdena_project_examples,utter_omdena_project_examples,Examples of real-world challenges addressed by Omdena projects include developing an online platform for talent matching and project streamlining using AI5. These projects aim to make a real-world impact and provide opportunities for career development.
+,AI_Engineers,why_join_omdena,What are the benefits of collaborating with diverse teams in Omdena projects?,benefits_diverse_teams_omdena,utter_benefits_diverse_teams_omdena,"Collaborating with diverse teams in Omdena projects brings several benefits, including:Exposure to different perspectives and ideas.
+Enhanced creativity and innovation.
+Improved problem-solving capabilities.
+Increased cultural awareness and understanding."
+,AI_Engineers,why_join_omdena,How can I get access to paid courses through Omdena?,access_paid_courses_omdena,utter_access_paid_courses_omdena,"To get access to paid courses through Omdena, you can join Omdena and become part of their global AI family4. Availability may be limited, but Omdena provides free access to paid courses to support your career growth."
+,AI_Engineers,why_join_omdena,Tell me more about the mentoring support offered by Omdena.,omdena_mentoring_support,utter_omdena_mentoring_support,"Omdena offers mentoring support to help you move your career forward. They connect you with the right mentors who can provide guidance and support in your professional development4.Omdena projects contribute to AI innovation by addressing real-world challenges and developing practical solutions. These projects bring together a diverse group of AI professionals who collaborate to create innovative AI models and technologies.
+"
+,AI_Engineers,why_join_omdena,How do Omdena projects contribute to AI innovation?,omdena_ai_innovation_contribution,utter_omdena_ai_innovation_contribution,Omdena projects contribute to AI innovation by addressing real-world challenges and developing practical solutions. These projects bring together a diverse group of AI professionals who collaborate to create innovative AI models and technologies.
+,AI_Engineers,why_join_omdena,Can you give me some success stories of Omdena collaborators who got jobs at top companies like Google and Microsoft?,omdena_success_stories,utter_omdena_success_stories,"While specific success stories of Omdena collaborators getting jobs at top companies like Google and Microsoft are not mentioned in the search results, Omdena mentions that their collaborators have secured jobs at startups, tech giants, and NGOs"
+,AI_Engineers,career_paths,How can Omdena accelerate my career?,career_acceleration_omdena,utter_career_acceleration_omdena," Omdena can accelerate your career by providing access to real-world projects, community-driven mentorship, and unique opportunities. As an Omdena community member, you have the chance to work on projects that solve real-world problems and make a positive impact. This practical experience allows you to develop your skills and showcase your abilities to potential employers. Additionally, Omdena offers career services, including paid project gigs and full-time job opportunities at leading companies, helping you advance your career in the AI field[1]."
+,AI_Engineers,career_paths,What are the different career paths offered by Omdena?,omdena_career_paths,utter_omdena_career_paths,". Omdena offers different career paths to cater to various interests and aspirations. These paths include AI Product Development, Community Development, AI Engineering, and AI Research. In the AI Product Development path, you focus on developing AI products and solutions, taking part in end-to-end product development from ideation to deployment. The Community Development path allows you to work on projects that address social good and contribute to the betterment of society. The AI Engineering path focuses on the technical aspects of AI development, including data engineering, model development, and deployment. Lastly, the AI Research path is for those interested in advancing the field of AI through research, exploring new algorithms and methodologies[2]."
+,AI_Engineers,career_paths,How long does it typically take to get a full-time job as an Omdena community member?,omdena_job_timeline,utter_omdena_job_timeline," The time it takes to get a full-time job as an Omdena community member can vary. On average, it takes between 3 to 16 months for community members to secure full-time job opportunities. This duration depends on factors such as the individual's skills, experience, and the availability of suitable job openings[2]."
+,AI_Engineers,career_paths,Can you tell me more about the AI Product Development career path?,ai_product_development_path,utter_ai_product_development_path,". The AI Product Development career path in Omdena allows you to work on developing AI products and solutions. You will be involved in the entire product development lifecycle, from conceptualization and prototyping to deployment and iteration. This path provides hands-on experience in building AI-powered solutions and enhances your skills in product development, project management, and collaboration[2]."
+,AI_Engineers,career_paths,What opportunities are available in the Community Development career path?,community_development_opportunities,utter_community_development_opportunities," In the Community Development career path, you have the opportunity to work on projects that address social good and make a positive impact on the local community. These projects are brought to Omdena by NGOs, organizations, and startups, allowing you to contribute your skills and expertise to solve real-world problems. This path offers a chance to give back to society while building your skills and experience in AI development[4]."
+,AI_Engineers,career_paths,How can I become an AI Engineer through Omdena's AI Engineering path?,become_ai_engineer_omdena,utter_become_ai_engineer_omdena," To become an AI Engineer through Omdena's AI Engineering path, you can join Omdena and participate in projects that focus on the technical aspects of AI development. This path allows you to enhance your technical skills in areas such as data engineering, model development, and deployment. By working on real-world projects and collaborating with experienced professionals, you can gain practical experience and develop your expertise as an AI Engineer[2]."
+,AI_Engineers,career_paths,"What is the AI Research career path, and how can I join it?",ai_research_path_join,utter_ai_research_path_join,". The AI Research career path in Omdena is designed for those interested in advancing the field of AI through research. By participating in research-oriented projects, you have the opportunity to explore new algorithms, methodologies, and techniques in AI. This path allows you to push the boundaries of AI and contribute to the development of cutting-edge solutions[2]."
+,AI_Engineers,career_paths,What are the benefits of becoming an Omdena Top Talent?,omdena_top_talent_benefits,utter_omdena_top_talent_benefits,". Becoming an Omdena Top Talent comes with several benefits. As a Top Talent, you have access to paid project gigs, allowing you to earn money while working on real-world challenges. This status also enhances your professional profile and increases your visibility to potential employers. Additionally, being part of the Top Talent program provides unique career opportunities and networking possibilities within the Omdena community[1]."
+,AI_Engineers,career_paths,How can I get paid project gigs through Omdena?,paid_project_gigs_omdena,utter_paid_project_gigs_omdena,". To get paid project gigs through Omdena, you can become an Omdena Top Talent. This status allows you to access paid project opportunities and earn money while working on real-world challenges. Omdena offers these paid gigs as a way to recognize and reward the skills and contributions of its top collaborators[1]."
+,AI_Engineers,career_paths,What certificates can I earn for my project portfolio at Omdena?,omdena_project_certificates,utter_omdena_project_certificates," Omdena offers certificates for your project portfolio. These certificates validate your participation and contributions to Omdena projects, enhancing your credibility and showcasing your skills to potential employers. By earning these certificates, you can demonstrate your practical experience and expertise in AI development[1]."
+,AI_Engineers,top_talent_program,How can I become an Omdena Top Talent?,become_omdena_top_talent,utter_become_omdena_top_talent," To become an Omdena Top Talent, you can join Omdena and participate in projects to enhance your career opportunities and value in the job market. Omdena selects its top talents from a pool of over 10,000 AI Engineers who have completed at least one Omdena project. Top talents are selected based on their performance, leadership, and collaboration skills[3]. Being part of the Top Talent program provides unique career opportunities and networking possibilities within the Omdena community. Top talents have access to paid project gigs, allowing them to earn money while working on real-world challenges[1]."
+,AI_Engineers,top_talent_program,What does it mean to be selected from the pool of top 2% of vetted talents?,top_2_percent_vetted_talents_meaning,utter_top_2_percent_vetted_talents_meaning,". Being selected from the pool of top 2% of vetted talents means that you are recognized as a top performer in the Omdena community. This recognition comes with several benefits, including access to paid project gigs, unique career opportunities, and networking possibilities within the Omdena community. Being part of the top 2% also enhances your professional profile and increases your visibility to potential employers[3]."
+,AI_Engineers,top_talent_program,Can you tell me more about the flexibility of time arrangement for Omdena Top Talent projects?,omdena_top_talent_project_flexibility,utter_omdena_top_talent_project_flexibility," Omdena Top Talent projects offer flexibility in time arrangement. As a Top Talent, you can choose to work on projects that fit your schedule and availability. Omdena understands that its collaborators have different commitments and responsibilities, and it provides a flexible working environment that allows you to balance your work and personal life[1]."
+,AI_Engineers,top_talent_program,"How can I work with top companies like Y Combinator, Techstars, and the UN through Omdena?",work_with_top_companies_omdena,utter_work_with_top_companies_omdena," To work with top companies like Y Combinator, Techstars, and the UN through Omdena, you can join Omdena and participate in projects that are sponsored by these organizations. These projects provide unique opportunities to work with industry experts and other AI professionals on a variety of innovative projects. By working on these projects, you can gain practical experience and develop your skills while contributing to the betterment of society[5]."
+,AI_Engineers,top_talent_program,What types of projects have Omdena Top Talent worked on?,omdena_top_talent_project_types,utter_omdena_top_talent_project_types," Omdena Top Talent has worked on various types of projects, including developing an online platform for talent matching and project streamlining using AI[5]. These projects aim to make a real-world impact and provide opportunities for career development. Top talents have also worked on projects sponsored by leading companies and organizations, providing unique career opportunities and networking possibilities[1]."
+,AI_Engineers,top_talent_program,How much have Omdena Top Talent earned through paid projects to date?,omdena_top_talent_earning,utter_omdena_top_talent_earning,The amount earned by Omdena Top Talent through paid projects to date varies depending on the project and the individual's level of participation. Omdena provides paid project gigs as a way to recognize and reward the skills and contributions of its top collaborators. These gigs offer a chance to earn money while working on real-world challenges and enhance your professional profile[1].
+,AI_Engineers,top_talent_program,Can you provide some career growth success stories of Omdena Top Talent members?,omdena_top_talent_success_stories,utter_omdena_top_talent_success_stories," Omdena Top Talent members have experienced significant career growth opportunities. Collaborators have secured jobs at startups, tech giants such as Google, Accenture, and Microsoft, and NGOs like Save the Children. Omdena provides unique career opportunities and networking possibilities within the Omdena community, enhancing your visibility to potential employers[1]."
+,AI_Engineers,top_talent_program,What benefits do Omdena Top Talent members receive?,omdena_top_talent_benefits,utter_omdena_top_talent_benefits,"Omdena Top Talent members receive several benefits, including access to paid project gigs, unique career opportunities, and networking possibilities within the Omdena community. Being part of the Top Talent program enhances your professional profile and increases your visibility to potential employers. Additionally, Top Talent members have access to mentoring support, allowing them to connect with experienced professionals who can guide and support them in their career development[1]."
+,AI_Engineers,top_talent_program,How do Omdena Top Talent projects make an impact?,omdena_top_talent_impact,utter_omdena_top_talent_impact," Omdena Top Talent projects make an impact by addressing real-world challenges and providing solutions that can have a positive impact on society. These projects bring together a diverse group of AI professionals who collaborate to create innovative AI models and technologies. By working on these projects, Top Talent members can gain practical experience and develop their skills while contributing to the betterment of society[1]."
+,AI_Engineers,top_talent_program,What are the steps to apply for the Omdena Top Talent Program?,omdena_top_talent_program_application,utter_omdena_top_talent_program_application,". The steps to apply for the Omdena Top Talent Program include joining Omdena and participating in projects to enhance your skills and develop your expertise in AI development. Once you have completed at least one Omdena project, you will be considered for the Top Talent program. Top talents are selected based on their performance, leadership, and collaboration skills. Being part of the Top Talent program provides unique career opportunities and networking possibilities within the Omdena community[2]."
+,AI_Engineers,local_chapters,What is the purpose of Omdena Local Chapters?,omdena_local_chapters_purpose,utter_omdena_local_chapters_purpose,"Omdena Local Chapters serve the purpose of running open-source AI projects to solve challenges faced by the local community. These chapters focus on addressing real-world problems and making a positive impact on a local level. By joining a Local Chapter, you have the opportunity to develop your skills, build a project portfolio, and contribute to meaningful projects that benefit your community[2]."
+,AI_Engineers,local_chapters,How can I join a challenge hosted by a local chapter?,join_local_chapter_challenge,utter_join_local_chapter_challenge,"To join a challenge hosted by a Local Chapter, you can visit the Omdena website and explore the Local Chapters section. There, you will find information about ongoing projects and challenges hosted by different chapters. You can choose a challenge that aligns with your interests and skills and apply to participate in the project[2]."
+,AI_Engineers,local_chapters,Can I submit project ideas from my local community to an Omdena Local Chapter?,submit_local_community_project_ideas,utter_submit_local_community_project_ideas,"Yes, you can submit project ideas from your local community to an Omdena Local Chapter. These chapters are open to collaborating with individuals who have project ideas that address local challenges. By submitting your project idea, you can contribute to the development of a solution and work with a team of AI professionals to bring your idea to life[1]."
+,AI_Engineers,local_chapters,What are the benefits of becoming a collaborator in an Omdena Local Chapter?,omdena_local_chapter_collaborator_benefits,utter_omdena_local_chapter_collaborator_benefits,"Becoming a collaborator in an Omdena Local Chapter comes with several benefits. You have the opportunity to develop your skills in AI and machine learning, build a project portfolio, and make a positive impact on your local community. Collaborating with a diverse team of professionals allows you to gain practical experience, enhance your problem-solving abilities, and expand your professional network[3]."
+,AI_Engineers,local_chapters,How can I become a Chapter Lead for an Omdena Local Chapter?,become_omdena_chapter_lead,utter_become_omdena_chapter_lead,"To become a Chapter Lead for an Omdena Local Chapter, you can express your interest and apply for the role. Chapter Leads are responsible for organizing and managing the activities of the Local Chapter, including project selection, team coordination, and community engagement. This role provides leadership experience and the opportunity to make a significant impact on the local community[1]."
+,AI_Engineers,local_chapters,What skills can I develop by participating in Omdena Local Chapters?,skills_development_omdena_local_chapters,utter_skills_development_omdena_local_chapters,"Participating in Omdena Local Chapters allows you to develop various skills. These include technical skills in AI and machine learning, project management skills, collaboration and teamwork, problem-solving abilities, and communication skills. By working on real-world projects and collaborating with professionals from different backgrounds, you can enhance your skills and broaden your expertise[6]."
+,AI_Engineers,local_chapters,Can you provide examples of past projects from Omdena Local Chapters?,omdena_local_chapter_past_projects,utter_omdena_local_chapter_past_projects,"Examples of past projects from Omdena Local Chapters include developing AI solutions for disaster response, healthcare, education, and environmental sustainability. These projects aim to address local challenges and make a positive impact on the community. By participating in these projects, you can gain practical experience and contribute to meaningful solutions[2]."
+,AI_Engineers,local_chapters,How can I search for Omdena Local Chapters based on country or city?,search_omdena_local_chapters,utter_search_omdena_local_chapters,"To search for Omdena Local Chapters based on country or city, you can visit the Omdena website and explore the Local Chapters section. There, you will find information about different chapters and their locations. You can select the chapter that corresponds to your desired location and get involved in their projects and activities[2]."
+,AI_Engineers,local_chapters,What is the growth journey of Omdena Local Chapter Leads?,omdena_local_chapter_lead_growth,utter_omdena_local_chapter_lead_growth,"The growth journey of Omdena Local Chapter Leads involves taking on leadership responsibilities, organizing and managing the activities of the Local Chapter, and driving the impact of the projects. As a Chapter Lead, you have the opportunity to develop your leadership skills, expand your professional network, and make a significant impact on your local community. This role provides valuable experience and opens doors to further career opportunities[4]."
+,AI_Engineers,local_chapters, How can universities or educational institutes partner with Omdena Local Chapters?,universities_partnership_omdena_local_chapters,utter_universities_partnership_omdena_local_chapters,"Universities or educational institutes can partner with Omdena Local Chapters to foster collaboration and promote AI education and innovation. These partnerships can involve joint projects, knowledge sharing, mentorship programs, and access to resources and expertise. By partnering with Omdena Local Chapters, universities and educational institutes can provide their students with real-world project opportunities and enhance their learning experience in the field of AI[1]."
+,AI_Engineers,school,What is the mission of OmdenaSchool?,omdena_school_mission,utter_omdena_school_mission,"The mission of OmdenaSchool is to provide AI and data science education rooted in the real world. The school offers instructor-led courses that provide a code-first environment and a better user experience using real-world case studies. By incorporating real-world examples and practical assignments, OmdenaSchool aims to equip learners with state-of-the-art AI skills and knowledge that can be directly applied to real-world projects[1]."
+,AI_Engineers,school,How does OmdenaSchool remove financial and geographic barriers for learners?,omdena_school_barrier_removal,utter_omdena_school_barrier_removal,"OmdenaSchool removes financial and geographic barriers for learners by offering free access to its courses. This ensures that individuals from all backgrounds and locations have equal opportunities to access high-quality AI and data science education. By eliminating financial constraints, OmdenaSchool aims to democratize education and provide a platform for learners to develop their skills and pursue their career goals[1]."
+,AI_Engineers,school,How can I sign up as a student at OmdenaSchool?,signup_omdena_school_student,utter_signup_omdena_school_student,"To sign up as a student at OmdenaSchool, you can visit the OmdenaSchool website and explore the available courses. From there, you can select the course that interests you and follow the registration process. OmdenaSchool provides a user-friendly platform that allows learners to easily sign up and access course materials[1]."
+,AI_Engineers,school,How does OmdenaSchool provide a better user experience using real-world case studies?,omdena_school_case_studies,utter_omdena_school_case_studies,"OmdenaSchool provides a better user experience by using real-world case studies in its courses. By incorporating practical examples and assignments based on real-world scenarios, learners can gain hands-on experience and understand the practical applications of AI and data science. This approach enhances the learning process and allows learners to develop skills that are directly applicable to real-world projects[1]."
+,AI_Engineers,school,"Can I sign up as an instructor at OmdenaSchool? If so, how?",signup_omdena_school_instructor,utter_signup_omdena_school_instructor,"Yes, you can sign up as an instructor at OmdenaSchool. OmdenaSchool offers opportunities to join as a course design instructor or a course teaching instructor. Course design instructors contribute to the development of course content, while course teaching instructors deliver already available courses. By becoming an instructor, you can share your expertise and contribute to the education of aspiring AI and data science professionals[1]."
+,AI_Engineers,school,What are the upcoming courses at OmdenaSchool?,upcoming_courses_omdena_school,utter_upcoming_courses_omdena_school,"The upcoming courses at OmdenaSchool may vary, and it is recommended to visit the OmdenaSchool website for the most up-to-date information. The school offers a range of courses covering various topics in AI and data science. These courses are designed to provide practical skills and knowledge that can be applied to real-world projects[1]."
+,AI_Engineers,school,"Can you tell me more about the ""Essential Data Science Building Blocks"" course?",essential_data_science_course_details,utter_essential_data_science_course_details,"The ""Essential Data Science Building Blocks"" course offered by OmdenaSchool provides learners with a comprehensive understanding of fundamental concepts and techniques in data science. The course covers topics such as data preprocessing, exploratory data analysis, feature engineering, and model evaluation. By completing this course, learners gain a solid foundation in data science and are equipped with essential skills for real-world applications[1]."
+,AI_Engineers,school,"How can I apply for the ""Survival Analysis in Python"" course?",survival_analysis_python_course_application,utter_survival_analysis_python_course_application,"To apply for the ""Survival Analysis in Python"" course, you can visit the OmdenaSchool website and navigate to the course page. There, you will find information about the course content and the application process. By following the application process, you can apply for the course and gain access to the course materials[1]."
+,AI_Engineers,school,"Are there any ongoing courses at OmdenaSchool? If yes, which ones?",ongoing_courses_omdena_school,utter_ongoing_courses_omdena_school,"OmdenaSchool may have ongoing courses, and the availability may vary. It is recommended to visit the OmdenaSchool website to check for ongoing courses. These courses cover various topics in AI and data science and provide learners with practical skills and knowledge that can be applied to real-world projects[1]."
+,AI_Engineers,school,What distinguishes OmdenaSchool courses from other marketplace courses?,omdena_school_course_difference,utter_omdena_school_course_difference,"What distinguishes OmdenaSchool courses from other marketplace courses is the focus on real-world case studies and practical assignments. OmdenaSchool courses are designed to provide learners with hands-on experience and the ability to work on end-to-end solutions, from collecting datasets to deploying working models. The courses also offer completion certificates to successful participants, validating their achievement and enhancing their professional profile[1]."
+,AI_Engineers,school,Can I be a student and an instructor at OmdenaSchool simultaneously?,simultaneous_student_instructor_omdena_school,utter_simultaneous_student_instructor_omdena_school,"Yes, you can be a student and an instructor at OmdenaSchool simultaneously. If you have expertise in AI and data science, you can join as an instructor while also enrolling in courses to further develop your skills and knowledge. This allows you to contribute to the education of others while continuing your own learning journey"
+,AI_Engineers,school,Is there any financial support available for students who cannot pay the honorarium amount for instructors?,financial_support_omdena_school_students,utter_financial_support_omdena_school_students,"OmdenaSchool provides financial support for students who cannot pay the honorarium amount for instructors. The school aims to remove financial barriers and ensure equal access to education. By offering free access to courses, OmdenaSchool ensures that learners from all backgrounds have the opportunity to develop their skills and pursue their career goals"
+,insights,blog,"What is Omdena, and what does it offer in the field of AI projects?",understand_omdena_ai_offerings,utter_understand_omdena_ai_offerings,"Omdena is a platform that connects organizations with top talent teams to solve real-world problems using AI. Omdena offers a variety of AI projects that allow individuals to develop their skills in data science and ultimately boost their career to the next level. These projects bring together teams of up to 50 AI engineers and data scientists who collaboratively develop real-world solutions. Omdena offers three types of projects: AI Innovation Challenges, Top Talent Projects, and Local Chapter Challenges. These projects focus on various industries, including healthcare, finance, and energy. By participating in these projects, AI professionals can gain practical experience and develop their skills while contributing to the betterment of society[1][3][4]."
+,insights,blog,"When was the latest post published, and what is it about?",latest_post_omdena,utter_latest_post_omdena,"The latest post published on the Omdena website was on January 29, 2022. The post titled ""How to Get Selected for an Omdena AI Challenge"" provides tips on how to increase your chances of being selected for an Omdena AI Challenge. The post highlights the importance of securing adequate time, gaining first-hand experience of Omdena through participation in Local Chapter Projects and/or OmdenaSchool Courses, and demonstrating a passion for solving real-world problems. The post also emphasizes that joining Omdena and completing projects can greatly enhance career opportunities and value in the job market[2]."
+,insights,blog,"Can you give a brief overview of the ""Top 40 Inclusive Insurance Companies Utilizing Insurtech Innovations"" post?",overview_inclusive_insurance_companies_post,utter_overview_inclusive_insurance_companies_post,"The ""Top 40 Inclusive Insurance Companies Utilizing Insurtech Innovations"" post provides an overview of the top 40 insurance companies that are utilizing insurtech innovations to promote inclusivity. The post highlights the importance of inclusivity in the insurance industry and how these companies are leveraging technology to provide better services to their customers. The post also provides insights into the latest trends and innovations in the insurtech industry[4]."
+,insights,blog,"What categories are covered in the Omdena blog section, and can users search for blogs using specific keywords?",omdena_blog_categories_and_search,utter_omdena_blog_categories_and_search,"The Omdena blog section covers various categories, including AI for Good, Impact Tech Startups, Environment and Sustainability, and more. Users can search for blogs using specific keywords by using the search bar on the Omdena website. This feature allows users to find relevant content quickly and easily[4]."
+,insights,blog,"What is the focus of the ""Impact Tech Startups"" category, and what recent post was published under this category?",impact_tech_startups_category_focus,utter_impact_tech_startups_category_focus,"The ""Impact Tech Startups"" category focuses on startups that are using technology to make a positive impact on society. The recent post published under this category is ""How Impact Tech Startups are Revolutionizing the Healthcare Industry."" The post provides insights into how startups are leveraging technology to improve healthcare services and outcomes[4]."
+,insights,blog,Name one of the recent case studies published on the Omdena website related to environment and sustainability.,recent_environment_sustainability_case_study,utter_recent_environment_sustainability_case_study,"One of the recent case studies published on the Omdena website related to environment and sustainability is ""AI for Sustainable Agriculture: Improving Crop Yield and Reducing Water Consumption."" The case study highlights how AI can be used to improve crop yield and reduce water consumption, ultimately promoting sustainable agriculture practices[1]."
+,insights,blog,"What is the duration of the ""AI-driven Assessment and Feedback for Global Education Empowerment"" project, and when does it start?",ai_assessment_global_education_project_duration,utter_ai_assessment_global_education_project_duration,"The ""AI-driven Assessment and Feedback for Global Education Empowerment"" project is a 6-month project that starts in August 2021 and ends in January 2022. The project aims to develop an AI-driven assessment and feedback system that can be used to improve education outcomes in developing countries[1]."
+,insights,blog,Which Omdena Local Chapter Challenge aims to develop a multimodal model for chest disease detection using radiology images and text data?,local_chapter_challenge_chest_disease_detection,utter_local_chapter_challenge_chest_disease_detection,"The Omdena Local Chapter Challenge that aims to develop a multimodal model for chest disease detection using radiology images and text data is the ""AI for Healthcare: Chest Disease Detection"" challenge. This challenge brings together individuals from different backgrounds and skill levels to collaborate on developing a solution that can improve chest disease detection using AI[6]."
+,insights,blog,Can you share a success story of an Omdena startup partner that won the IBM Watson AI XPrize Competition?,success_story_omdena_startup_partner,utter_success_story_omdena_startup_partner,"One success story of an Omdena startup partner is that of Xprize winner, Zzapp Malaria. Zzapp Malaria is a startup that uses AI to predict and prevent malaria outbreaks. The startup partnered with Omdena to develop a machine learning model that can predict malaria outbreaks and help prevent the spread of the disease. The model developed by the Omdena team was used by Zzapp Malaria to win the IBM Watson AI XPrize Competition[1]."
+,insights,blog,"How often can users expect to receive updates on real-world Omdena projects, case studies, and tutorials?",frequency_updates_case_studies,utter_frequency_updates_case_studies,"Users can expect to receive updates on real-world Omdena projects, case studies, and tutorials regularly. The frequency of updates may vary, but Omdena aims to keep its community members informed and engaged. Users can subscribe to the Omdena newsletter to receive regular updates on the latest developments in the field of AI and data science[1][4]."
+,insights,imPACT_leadership,"What is ""impACT leadership"" by Omdena, and what is its mission?",impACT_leadership,utter_impACT_leadership,"impACT leadership is a podcast series by Omdena that aims to explore the potential impact of AI and technology on various sectors and industries. The mission of impACT leadership is to engage with notable leaders and experts from different fields to discuss their views, experiences, and insights on how AI can be harnessed for positive change and social impact[1]."
+,insights,imPACT_leadership,"Who are some of the notable leaders featured in the impACT leadership podcast, and what are their views on AI's potential impact?",notable_leaders_impACT_podcast,utter_notable_leaders_impACT_podcast,"Some of the notable leaders featured in the impACT leadership podcast include Vishal Ghote, CEO of Kiva.org, Janti Soeripto, President & CEO of Save the Children US, Kailash Satyarthi, Nobel Peace Prize Laureate 2014, and Dr. David Hanson, the creator of Sophia Robot. These leaders share their perspectives on the potential impact of AI and technology in their respective fields and discuss the opportunities and challenges that arise from its implementation[1]."
+,insights,imPACT_leadership,"Who is the host of the impACT leadership podcast, and how often are new episodes released?",impACT_podcast_host,utter_impACT_podcast_host,"The host of the impACT leadership podcast is Rodrigo Barros, the CEO and Co-founder of Omdena. New episodes of the podcast are released periodically, providing listeners with fresh insights and perspectives from leaders in various industries[1]."
+,insights,imPACT_leadership,Where can listeners tune in to the impACT leadership podcast?,to_listen_impACT_podcast,utter_to_listen_impACT_podcast,"Listeners can tune in to the impACT leadership podcast on various platforms, including Spotify, Apple Podcasts, Google Podcasts, and the Omdena website. The podcast episodes are easily accessible, allowing listeners to engage with the discussions and gain valuable insights into the potential impact of AI[1]."
+,insights,imPACT_leadership,How does Omdena bring together the civic society and the business world with the global AI community to address pressing problems?,omdena_civic_and_business_collaboration,utter_omdena_civic_and_business_collaboration,"Omdena brings together the civic society and the business world with the global AI community by facilitating collaborative projects that address pressing problems. Through its AI challenges and projects, Omdena provides a platform for individuals from diverse backgrounds and expertise to collaborate and develop solutions that have a positive impact on society. By fostering collaboration and knowledge sharing, Omdena bridges the gap between different sectors and creates opportunities for the civic society, the business world, and the global AI community to work together towards solving real-world challenges[3][5]."
+,insights,imPACT_leadership,"What topics are covered in the recent episode featuring Vishal Ghote, CEO of Kiva.org, and what are some of the key takeaways?",Vishal_Ghote_episode_impACT_podcast,utter_Vishal_Ghote_episode_impACT_podcast,"In the recent episode featuring Vishal Ghote, CEO of Kiva.org, the topics covered include the role of AI in financial inclusion, the potential of technology to empower underserved communities, and the importance of ethical considerations in AI implementation. Some of the key takeaways from the episode include the transformative power of microfinance, the need for responsible AI practices, and the potential of AI to drive positive change in the lives of individuals and communities[1]."
+,insights,imPACT_leadership,"In the episode featuring Janti Soeripto, President & CEO of Save the Children US, what are the discussed opportunities and challenges of using AI to help children?",Janti_Soeripto_episode_impACT_podcast,utter_Janti_Soeripto_episode_impACT_podcast,"In the episode featuring Janti Soeripto, President & CEO of Save the Children US, the discussed opportunities and challenges of using AI to help children include the potential for AI to improve access to education, healthcare, and protection for children in vulnerable situations. The episode also highlights the importance of ethical considerations, data privacy, and the need for collaboration between different stakeholders to ensure the responsible and effective use of AI in child-focused initiatives[1]."
+,insights,imPACT_leadership,"What are some of the topics discussed in the episode featuring Kailash Satyarthi, Nobel Peace Prize Laureate 2014?",Kailash_Satyarthi_episode_impACT_podcast,utter_Kailash_Satyarthi_episode_impACT_podcast,"The episode featuring Kailash Satyarthi, Nobel Peace Prize Laureate 2014, covers topics such as child labor, human trafficking, and the role of AI in combating these issues. The discussion explores the potential of AI to identify and prevent child exploitation, the importance of advocacy and policy interventions, and the need for a collective effort to protect children's rights[1]."
+,insights,imPACT_leadership,"How does Dr. David Hanson, the creator of Sophia Robot, envision the future of robots and their role in human life?",Dr_David_Hanson_episode_impACT_podcast,utter_Dr_David_Hanson_episode_impACT_podcast,"Dr. David Hanson, the creator of Sophia Robot, envisions a future where robots play a collaborative role in human life. He believes that robots can assist humans in various domains, including healthcare, education, and entertainment. Dr. Hanson emphasizes the importance of designing robots with empathy and ethical considerations to ensure a harmonious coexistence between humans and robots[1]."
+,insights,imPACT_leadership,"Why does HE Tshering Tobgay, the former Prime Minister of Bhutan, emphasize the need to harness AI for creating happiness and well-being for people?",Tshering_Tobgay_episode_impACT_podcast,utter_Tshering_Tobgay_episode_impACT_podcast,"HE Tshering Tobgay, the former Prime Minister of Bhutan, emphasizes the need to harness AI for creating happiness and well-being for people. He believes that AI can be a powerful tool for addressing social and environmental challenges and promoting sustainable development. HE Tshering Tobgay highlights the importance of aligning AI development with the values of compassion, empathy, and the well-being of individuals and communities[1]."
+,insights,Events,"What is the purpose of Omdena's events, and who are the partners involved in recent events?",omdena_events,utter_omdena_events,"Omdena's events aim to showcase the potential of AI and technology in solving real-world problems. These events bring together industry experts, startups, and organizations to discuss the latest trends, innovations, and applications of AI. Omdena's events provide a platform for individuals to learn, network, and collaborate on projects that have a positive impact on society. Some of the notable partners involved in recent events include Techstars, EnergyHawk, and Kiva.org[1][6]."
+,insights,Events,"How did Omdena contribute to fighting malaria with computer vision, and who was the partner in this effort?",omdena_malaria_project,utter_omdena_malaria_project,"Omdena contributed to fighting malaria with computer vision by partnering with Zzapp Malaria, a startup that uses AI to predict and prevent malaria outbreaks. The project involved developing a machine learning model that can predict malaria outbreaks and help prevent the spread of the disease. By leveraging computer vision and AI, the project aimed to improve the accuracy and speed of malaria detection and prevention[1]."
+,insights,Events,In collaboration with which organization did Omdena work on identifying school locations in Sudan using satellite imagery?,omdena_school_location_project,utter_omdena_school_location_project,"In collaboration with the United Nations World Food Programme, Omdena worked on identifying school locations in Sudan using satellite imagery. The project aimed to improve access to education for children in Sudan by identifying the location of schools and mapping them using satellite imagery. By leveraging AI and satellite imagery, the project aimed to provide accurate and up-to-date information on school locations, ultimately improving access to education for children in Sudan[1]."
+,insights,Events,"How did Omdena utilize AI to create an online predator chatbot warning system, and who was the partner in this project?",omdena_predator_chatbot_project,utter_omdena_predator_chatbot_project,"Omdena utilized AI to create an online predator chatbot warning system by partnering with the Child Rescue Coalition. The project involved developing a chatbot that can identify and warn potential predators in online chat rooms. By leveraging AI and natural language processing, the chatbot aimed to improve the safety of children online and prevent online child exploitation[1]."
+,insights,Events,"What were some of the AI startups showcased in the event focused on revolutionizing precision farming, and which countries were represented?",AI_startups_precision_farming_event,utter_AI_startups_precision_farming_event,"The event focused on revolutionizing precision farming showcased various AI startups from different countries, including the United States, Canada, and Israel. The startups showcased their innovative solutions for precision farming, including AI-powered crop monitoring, soil analysis, and irrigation management. The event aimed to promote sustainable agriculture practices and highlight the potential of AI in improving crop yield and reducing environmental impact[1]."
+,insights,Events,"In collaboration with EnergyHawk, a Techstars-backed startup, how did Omdena utilize computer vision for roof detection and solar energy output?",omdena_energyhawk_project,utter_omdena_energyhawk_project,"In collaboration with EnergyHawk, a Techstars-backed startup, Omdena utilized computer vision for roof detection and solar energy output. The project involved developing a machine learning model that can detect roofs and estimate their solar energy output. By leveraging computer vision and AI, the project aimed to improve the accuracy and efficiency of solar energy production, ultimately promoting sustainable energy practices[1]."
+,insights,Events,How did Omdena and its partners use satellite imagery and Jupyter to develop a crop yield prediction app in Senegal for sustainable development?,omdena_crop_yield_project,utter_omdena_crop_yield_project,"Omdena and its partners used satellite imagery and Jupyter to develop a crop yield prediction app in Senegal for sustainable development. The project aimed to improve crop yield prediction accuracy and promote sustainable agriculture practices in Senegal. By leveraging AI and satellite imagery, the project aimed to provide accurate and up-to-date information on crop yield, ultimately improving food security and promoting sustainable development[1]."
+,insights,webinars,"What topics are covered in the webinar titled ""How to Build Test Cases for Machine Learning Projects""?",test_cases_webinar,utter_test_cases_webinar,"Omdena offers a range of webinars and courses that allow professionals to develop their data science skills while making a real impact. In the webinar titled ""How to Build Test Cases for Machine Learning Projects,"" participants learn how to build effective test cases for machine learning projects. The webinar covers topics such as the importance of test cases, how to design test cases, and how to evaluate test results. By attending this webinar, participants can improve their machine learning skills and ensure the quality of their projects[1]."
+,insights,webinars,"In the webinar about standing out in the data science job market, what tips and strategies are shared to help data scientists excel?",data_science_job_market_webinar,utter_data_science_job_market_webinar,"In the webinar about standing out in the data science job market, participants learn tips and strategies to help them excel in the competitive data science job market. The webinar covers topics such as building a strong portfolio, networking, and developing a personal brand. By attending this webinar, participants can gain valuable insights into how to stand out in the job market and increase their chances of landing their dream job[2]."
+,insights,webinars,"For professionals interested in deploying real-time computer vision models in production, what insights will be provided in the corresponding webinar?",computer_vision_models_webinar,utter_computer_vision_models_webinar,"For professionals interested in deploying real-time computer vision models in production, the corresponding webinar provides insights into the best practices and strategies for deploying computer vision models in real-world scenarios. The webinar covers topics such as model optimization, deployment architectures, and monitoring. By attending this webinar, participants can gain practical skills and knowledge that can be applied to real-world projects[1]."
+,insights,webinars,"What is the focus of the webinar on mastering MLOps for ML engineers and data scientists, and what skills will participants learn?",mastering_MLOps_webinar,utter_mastering_MLOps_webinar,"The focus of the webinar on mastering MLOps for ML engineers and data scientists is to provide participants with the skills and knowledge needed to master MLOps. The webinar covers topics such as model versioning, continuous integration and deployment, and monitoring. By attending this webinar, participants can learn how to streamline their machine learning workflows and improve the efficiency and effectiveness of their projects[1]."
+,insights,webinars,How does Omdena provide opportunities for professionals to grow their data science skills while making a real impact?,omdena_career_growth_opportunities,utter_omdena_career_growth_opportunities,"Omdena provides opportunities for professionals to grow their data science skills while making a real impact by offering various projects and challenges. These projects and challenges bring together teams of up to 50 AI engineers and data scientists who collaboratively develop real-world solutions. By participating in these projects, professionals can gain practical experience and develop their skills while contributing to the betterment of society. Some examples of the real-world projects participants can work on to improve their data science skills through Omdena include developing AI-powered solutions for malaria detection, identifying school locations using satellite imagery, and creating an online predator chatbot warning system[4][5]."
+,insights,webinars,What are some examples of the real-world projects participants can work on to improve their data science skills through Omdena?,omdena_real_world_projects,utter_omdena_real_world_projects,"In summary, Omdena offers webinars and courses that cover a range of topics, including building test cases for machine learning projects, standing out in the data science job market, deploying real-time computer vision models, and mastering MLOps. These webinars provide professionals with practical skills and knowledge that can be applied to real-world projects. Additionally, Omdena provides opportunities for professionals to grow their data science skills while making a real impact by participating in real-world projects and challenges."
+,about_omdena,mission,"What is the mission of Omdena, and how does it provide a platform for AI engineers to collaborate on real-world problems?",omdena_mission,utter_omdena_mission,"Omdena's mission is to provide a platform for AI engineers to collaborate on real-world problems and make a positive impact. The platform offers AI challenges where engineers can work together in teams of up to 50 individuals to develop innovative solutions. These challenges are not competitions or hackathons but real-world projects that allow participants to gain practical experience and develop their skills. By joining the Omdena community, AI engineers have the opportunity to make a real-world impact, build a global network, receive mentoring support, and access paid gigs and other opportunities for career development[2]."
+,about_omdena,mission,"What recent recognition did Omdena receive from USAID, and what is the significance of this partnership?",omdena_usaid_recognition,utter_omdena_usaid_recognition,"Recently, Omdena received recognition from the United States Agency for International Development (USAID) for its work on developing an online platform for talent matching and project streamlining using AI. This partnership with USAID is significant as it validates Omdena's efforts in leveraging AI to address pressing global challenges and promote sustainable development[2]."
+,about_omdena,mission,"How has Omdena's community grown since its founding in May 2019, and what are some examples of projects the platform has worked on?",omdena_community_growth,utter_omdena_community_growth,"Since its founding in May 2019, Omdena's community has grown significantly. It now includes over 2,000 collaborators from more than 100 countries. The platform has worked on various projects, including developing AI solutions for crop yield prediction, identifying school locations using satellite imagery, and creating an online predator chatbot warning system. These projects demonstrate the diverse range of real-world challenges that Omdena tackles to make a positive impact on society[2]."
+,about_omdena,mission,"What are the core values of Omdena, and how do they guide its approach to problem-solving and collaboration?",omdena_core_values,utter_omdena_core_values,"The core values of Omdena, including collaboration, diversity, transparency, and impact, guide its approach to problem-solving and collaboration. Omdena believes in the power of collaboration as the most effective way to learn and grow. The platform encourages open communication, knowledge sharing, and teamwork to foster innovation and drive meaningful change. Omdena values diversity and believes that diverse perspectives lead to more robust and inclusive solutions. Transparency is also a key value, as Omdena promotes open access to knowledge and encourages participants to share their work and findings openly. Ultimately, the core values of Omdena shape its community-driven approach to solving real-world problems[1]."
+,about_omdena,mission,"Can you describe the history of Omdena and how its founder, Rudradeb Mitra, was inspired to create the platform?",omdena_history,utter_omdena_history,"Omdena was founded by Rudradeb Mitra, who was inspired to create the platform based on his experiences working on AI projects. Mitra recognized the need for a collaborative platform that brings together AI engineers and data scientists from around the world to work on real-world challenges. He wanted to create a space where individuals could collaborate, learn from each other, and make a tangible impact on society. This vision led to the creation of Omdena, which has since grown into a global community of AI professionals dedicated to solving real-world problems through collaboration[3]."
+,about_omdena,mission,"What is Omdena's vision for the year 2030, and what goals does the organization aim to achieve by then?",omdena_2030_vision,utter_omdena_2030_vision,"Omdena's vision for the year 2030 is to upskill 100,000 individuals and positively impact the lives of 1 billion people through executed projects. The organization aims to achieve this by continuing to foster collaboration, diversity, and innovation within its community. Omdena seeks to expand its reach, address more global challenges, and empower individuals to make a difference through AI and data science[3]."
+,about_omdena,mission,"How does Omdena support collaboration within its community, and what are the three main components that help it grow?",omdena_community_collaboration,utter_omdena_community_collaboration,"Omdena supports collaboration within its community through three main components: challenges, local chapters, and Omdena School. The challenges aspect allows AI engineers to participate in 8-week challenges, working collaboratively on real-world projects. Local chapters provide a space for individuals to connect and collaborate on projects within their local communities. Omdena School offers courses and tutorials to help individuals develop their data science skills and participate in real-world problem-solving challenges. These components provide opportunities for collaboration, learning, and growth within the Omdena community[1]."
+,about_omdena,mission," Could you explain the ""Challenges"" aspect of Omdena and how AI engineers participate in these 8-week challenges?",omdena_challenges,utter_omdena_challenges,"The ""Challenges"" aspect of Omdena allows AI engineers to participate in 8-week challenges where they work collaboratively on real-world projects. These challenges provide a structured framework for teams to tackle specific problems and develop innovative solutions. Participants engage in tasks such as coding, data wrangling, and taking leadership roles in the challenge. The challenges offer a hands-on learning experience and the opportunity to apply AI skills to real-world problems[1][3]."
+,about_omdena,mission,"What is the purpose of Omdena's ""Local Chapters,"" and how do they contribute to the growth of knowledge and project development?",omdena_local_chapters,utter_omdena_local_chapters,"Omdena's ""Local Chapters"" serve as local communities within the broader Omdena network. These chapters bring together individuals from specific regions or cities to collaborate on projects and share knowledge. Local chapters contribute to the growth of knowledge and project development by providing a platform for individuals to connect, exchange ideas, and work on projects that address local challenges. They foster collaboration and learning within local communities, while also contributing to the overall growth and impact of the Omdena network[1]."
+,about_omdena,mission,"What is the role of ""Omdena School,"" and how does it help less experienced individuals gain knowledge and skills to participate in real-world problem-solving challenges?",omdena_school,utter_omdena_school,"Omdena School plays a crucial role in helping less experienced individuals gain knowledge and skills to participate in real-world problem-solving challenges. Omdena School offers courses and tutorials that cover various topics in data science and AI. These resources provide individuals with the foundational knowledge and practical skills needed to contribute to Omdena projects. By participating in Omdena School, individuals can enhance their understanding of data science concepts, learn new techniques, and develop the skills necessary to make meaningful contributions to real-world projects[1]."
+,about_omdena,mission,"What opportunities are available for top performers in Omdena through the ""Top Talent Program""?",omdena_top_talent_program,utter_omdena_top_talent_program,"Top performers in Omdena have the opportunity to join the ""Top Talent Program."" This program recognizes individuals who have demonstrated exceptional skills, leadership, and commitment to making an impact through their work. Top Talent members receive additional support, mentoring, and access to exclusive opportunities. They have the chance to work on high-impact projects, collaborate with industry experts, and further develop their skills and expertise. The Top Talent Program provides a pathway for top performers to advance their careers and make a significant impact in the field of AI[1]."
+,about_omdena,mission,"How many people does Omdena aim to upskill, and how many individuals does it plan to impact positively through executed projects by 2030?",omdena_upskilling_aim,utter_omdena_upskilling_aim,"Omdena aims to upskill 100,000 individuals and positively impact the lives of 1 billion people through executed projects by 2030. This ambitious goal reflects Omdena's commitment to empowering individuals with the skills and knowledge needed to address global challenges through AI and data science. By upskilling a large number of individuals and executing impactful projects, Omdena aims to create a ripple effect that positively impacts communities and contributes to sustainable development[3]."
+,about_omdena,mission,"Could you provide some insights into the latest blog posts on Omdena's website, such as the ones on inclusive insurance companies and road safety organizations?",omdena_latest_blog_posts,utter_omdena_latest_blog_posts,"The latest blog posts on Omdena's website cover a range of topics, including inclusive insurance companies and road safety organizations. The post on inclusive insurance companies highlights the top 40 companies utilizing insurtech innovations to promote inclusivity and accessibility in the insurance industry. It showcases the efforts of these companies to provide insurance solutions that cater to underserved populations and address social and economic inequalities. The post on road safety organizations focuses on the top organizations working to improve road safety through innovative solutions and technologies. It highlights their initiatives to reduce road accidents, enhance transportation systems, and create safer environments for all road users. These blog posts provide valuable insights into the latest developments and trends in the field of AI and its impact on various sectors[6]."
+,about_omdena,mission,How does Omdena's work align with the quote from the Dalai Lama mentioned in its vision for 2030?,omdena_dalai_lama_quote,utter_omdena_dalai_lama_quote,"Omdena's work aligns with the quote from the Dalai Lama mentioned in its vision for 2030, which states, ""Just as ripples spread out when a single pebble is dropped into water, the actions of individuals can have far-reaching effects."" Omdena believes that by empowering individuals with the skills and knowledge to address global challenges, it can create a ripple effect that positively impacts communities and contributes to a better world. The platform's collaborative approach, focus on impact, and commitment to upskilling individuals align with the idea that individual actions can have far-reaching effects and create positive change on a larger scale[3]."
+,about_omdena,partners,How many organizations from how many countries have completed projects with Omdena?,omdena_project_organizations,utter_omdena_project_organizations,"Omdena has worked with over 200 organizations from more than 75 countries on more than 535 projects. The platform has collaborated with startups from various countries, including CogniFit from Spain, which focuses on developing cognitive assessment and training tools, and Iryss from India, which provides AI-powered solutions for the healthcare industry. Another example is Reachbots Automation from Singapore, which specializes in chatbot development and automation[1][2]."
+,about_omdena,partners,Can you provide some examples of startups that have worked with Omdena and the countries they are based in?,omdena_startup_partners,utter_omdena_startup_partners,"Omdena has worked with over 200 organizations from more than 75 countries on more than 535 projects. The platform has collaborated with startups from various countries, including CogniFit from Spain, which focuses on developing cognitive assessment and training tools, and Iryss from India, which provides AI-powered solutions for the healthcare industry. Another example is Reachbots Automation from Singapore, which specializes in chatbot development and automation. RoadLabs, a UK-based startup, collaborated with Omdena on a project to develop an AI-powered solution for predicting road surface conditions. DataScouts, a Belgian startup, partnered with Omdena on a project to develop an AI-powered solution for predicting startup success. Caidio, a startup from Indonesia, worked with Omdena on a project to develop an AI-powered solution for detecting and classifying crop diseases in cassava plants. EnergyHawk, a German company, collaborated with Omdena on a project to develop a computer vision model for roof detection and solar energy output"
+,about_omdena,partners, Which startup from Switzerland collaborated with Omdena on Project Canopy?,project_canopy,utter_project_canopy,Project Canopy is a collaboration between Omdena and Swiss startup Terrapattern. The project aims to develop a machine learning model to detect and classify tree species in satellite imagery[1].
+,about_omdena,partners,"In which country is the startup Iryss located, and what type of project did they work on with Omdena?",omdena_iryss_project,utter_omdena_iryss_project,"Iryss, a startup from India, worked with Omdena on a project to develop an AI-powered solution for detecting and classifying crop diseases in cassava plants[1]."
+,about_omdena,partners,Which Singapore-based startup partnered with Omdena for Reachbots Automation?,omdena_reachbots_project,utter_omdena_reachbots_project,"Reachbots Automation, a Singapore-based startup, partnered with Omdena for a project focused on developing an AI-powered solution for chatbot automation[5]."
+,about_omdena,partners,Name a UK-based startup that collaborated with Omdena and the project they worked on.,UK_based_startup_collaboration,utter_UK_based_startup_collaboration,"RoadLabs, a UK-based startup, collaborated with Omdena on a project to develop an AI-powered solution for predicting road surface conditions[4]."
+,about_omdena,partners,"Which startup from Germany worked with Omdena, and what is the name of the project they completed?",German_startup_collaboration,utter_German_startup_collaboration,"EnergyHawk, a German company, collaborated with Omdena on a project to develop a computer vision model for roof detection and solar energy output. The project aimed to increase the adoption of solar energy by identifying suitable roofs for solar panel installation using AI. EnergyHawk's expertise in solar energy combined with Omdena's AI talent and collaborative approach resulted in a successful project that has the potential to contribute to sustainable energy solution"
+,about_omdena,partners,"What is the focus of the startup CogniFit, and which country is it based in?",omdena_cognifit_project,utter_omdena_cognifit_project,"CogniFit, a startup from Spain, focuses on developing cognitive assessment and training tools[2]."
+,about_omdena,partners,"Can you name a Belgian startup that partnered with Omdena, and the project they were involved in?",Belgian_startup_collaboration,utter_Belgian_startup_collaboration,"One example of a Belgian startup that partnered with Omdena is DataScouts, which collaborated on a project to develop an AI-powered solution for predicting startup success[1]."
+,about_omdena,partners,Which Nigerian startup worked with Omdena on the project MyCover AI?,omdena_mycover_project,utter_omdena_mycover_project,MyCover AI is a project that involved collaboration between Omdena and Nigerian startup MyCover. The project aimed to develop an AI-powered solution for predicting insurance claims[1].
+,about_omdena,partners,"In which country is the startup Caidio located, and what type of project did they collaborate on with Omdena?",omdena_caidio_project,utter_omdena_caidio_project,"Caidio, a startup from Indonesia, worked with Omdena on a project to develop an AI-powered solution for detecting and classifying crop diseases in cassava plants[1]."
+,about_omdena,partners,Name a Canadian startup that collaborated with Omdena and the nature of the project they completed.,Canadian_startup_collaboration,utter_Canadian_startup_collaboration,"One Canadian startup that collaborated with Omdena is RoadBotics, which worked on a project to develop an AI-powered solution for predicting road surface conditions[1]."
+,about_omdena,partners,"Can you provide examples of civil society and government organizations that have worked with Omdena, along with their respective countries?",civil_society_government_collaboration,utter_civil_society_government_collaboration,"Omdena has also worked with civil society and government organizations, including the World Resources Institute (WRI) from the United States, which partnered with Omdena on a project to develop a machine learning model for predicting crop yields in Senegal. Another example is the Kenya Red Cross Society, which collaborated with Omdena on a project to develop an AI-powered solution for identifying and mapping informal settlements in Kenya[1]."
+,about_omdena,partners,Which organization based in Kenya partnered with Omdena for a project?,Kenya_based_organization_collaboration,utter_Kenya_based_organization_collaboration,"One organization based in Kenya that partnered with Omdena is the African Population and Health Research Center (APHRC), which collaborated on a project to develop an AI-powered solution for predicting crop yields in Kenya[1]."
+,about_omdena,partners,Name an Indian civil society organization that collaborated with Omdena and the project they worked on.,Indian_organization_collaboration,utter_Indian_organization_collaboration,"One Indian civil society organization that collaborated with Omdena is the Centre for Social Research, which worked on a project to develop an AI-powered solution for identifying and mapping informal settlements in Delhi[1]."
+,about_omdena,partners,"Which Swiss organization partnered with Omdena for a project, and what is its focus area?",Swiss_organization_collaboration,utter_Swiss_organization_collaboration,"The Swiss organization that partnered with Omdena is the Swiss Federal Institute for Forest, Snow and Landscape Research (WSL), which collaborated on a project to develop an AI-powered solution for detecting and classifying tree species in satellite imagery[1]."
+,about_omdena,partners,"In which country is the World Resources Institute (WRI) located, and what type of project did they work on with Omdena?",WRI_collaboration,utter_WRI_collaboration,The World Resources Institute (WRI) is based in the United States and partnered with Omdena on a project to develop a machine learning model for predicting crop yields in Senegal[1].
+,about_omdena,partners,"Can you name a Top Talent Client that collaborated with Omdena, along with the country they are based in?",top_talent_client_collaboration,utter_top_talent_client_collaboration,"One Top Talent Client that collaborated with Omdena is EnergyHawk, a German company that worked with Omdena on a project to develop a computer vision model for roof detection and solar energy output[4]."
+,about_omdena,partners,"Which Indonesian organization worked with Omdena on a project, and what is their focus area?",Indonesian_organization_collaboration,utter_Indonesian_organization_collaboration,"One Indonesian organization that worked with Omdena on a project is the Indonesian Ministry of Agriculture, which collaborated on a project to develop an AI-powered solution for detecting and classifying crop diseases in cassava plants[1]."
+,about_omdena,partners,"Name a German Top Talent Client that partnered with Omdena, and the nature of the project they completed.",German_top_talent_client_collaboration,utter_German_top_talent_client_collaboration,"One German Top Talent Client that partnered with Omdena is the startup RoadLabs, which collaborated on a project to develop an AI-powered solution for predicting road surface conditions[4]."
+,AI_Engineers,career_paths,What is the total number of completed projects that Omdena has worked on so far?,omdena_completed_projects,utter_omdena_completed_projects,The total number of completed projects that Omdena has worked on so far is not explicitly mentioned in the search results.
+,AI_Engineers,career_paths,How many organizations from how many countries has Omdena collaborated with?,omdena_collaboration_statistics,utter_omdena_collaboration_statistics,Omdena has collaborated with over 200 organizations from more than 120 countries.
+,AI_Engineers,career_paths,What are the open positions currently available at Omdena?,omdena_open_positions,utter_omdena_open_positions,The open positions currently available at Omdena can be found on their careers page. The specific positions are not mentioned in the search results.
+,AI_Engineers,career_paths,Describe the role and responsibilities of the Marketing Growth Manager position at Omdena.,marketing_growth_manager_position,utter_marketing_growth_manager_position,"The role of the Marketing Growth Manager at Omdena involves developing and executing content strategies to promote AI or technology solutions. The responsibilities may include creating engaging content, managing social media channels, optimizing marketing campaigns, and analyzing data to drive growth."
+,AI_Engineers,career_paths,"What is the nature of the Content Marketer (AI/Technology) role, and is it a full-time position?",content_marketer_position,utter_content_marketer_position,"The nature of the Content Marketer (AI/Technology) role is not explicitly mentioned in the search results. However, it is mentioned that the Content Marketer plays a crucial role in developing and executing content strategies to promote AI or technology solutions. Whether it is a full-time position or not is not specified."
+,AI_Engineers,career_paths,"How does the Technical Writer position differ from other roles, and is it a part-time position?",technical_writer_position,utter_technical_writer_position,Omdena offers unique opportunities for career growth and access to real-world projects. You can find more information about open positions in the career page. https://omdena.com/careers
+,AI_Engineers,career_paths,What are the 11 Company Culture Goals that Omdena aims to achieve?,omdena_company_culture_goals,utter_omdena_company_culture_goals,"Omdena aims to achieve 11 Company Culture Goals, which include community-driven collaboration, diversity and inclusion, learning and growth, impact-driven, self-management, creativity, transparency, accountability, continuous improvement, flexibility, and fun. Omdena fosters a collaborative environment where solutions are developed through the collaboration of diverse teams of AI professionals and data scientists. The platform values diversity and inclusion, encouraging individuals from all backgrounds to participate in its projects. Omdena provides opportunities for individuals to learn and grow their skills through real-world projects, mentoring support, and access to paid courses. The platform is mission-driven, aiming to make a positive impact in the world through its projects. Omdena encourages self-management capabilities and leadership skills in its collaborators, values creativity and innovation in its projects, and promotes a culture of trust and accountability through transparency and open communication. Omdena is committed to continuous improvement, actively seeking feedback and implementing changes to enhance its processes and outcomes. The platform values flexibility, allowing collaborators to work at their own pace and on their own schedule, and encourages a positive and supportive environment for its collaborators."
+,AI_Engineers,career_paths,"According to the provided testimonials, what impact does joining Omdena have on individuals' careers and aspirations?",omdena_testimonials,utter_omdena_testimonials,"Joining Omdena and completing projects has a significant impact on individuals' careers and aspirations, according to the provided testimonials. Omdena offers a unique opportunity for individuals to work on real-world AI projects, which helps them build their project portfolio and gain valuable experience. Collaborators who have worked with Omdena have gone on to secure jobs in various fields, including startups, tech giants like Google, Accenture, Microsoft, and NGOs like Save the Children. Omdena's Career Paths program offers access to real-world projects, community-driven mentorship, and dozens of unique opportunities, including paid project gigs as an Omdena Top Talent and certificates for project portfolios. The Omdena method helps individuals grow their skills and stand out to get hired at top companies. Collaborators also benefit from career services, mentoring support, and free access to paid courses worth up to $500 from partners like Dataquest and Datacamp. Omdena's bottom-up driven collaboration approach encourages creativity and self-drive, which helps individuals develop self-management capabilities and leadership skills. Overall, joining Omdena and completing projects can help individuals accelerate their careers, improve their data science skills, and make a real impact in the world."
+,AI_Engineers,career_paths,Can you name some team members of Omdena and their respective roles or positions?,omdena_team_members,utter_omdena_team_members," Some team members of Omdena include Rudradeb Mitra, the founder and CEO, and Guneet Singh Kohli, the Impact Manager."
+,AI_Engineers,career_paths,"What is the role of the Impact Manager at Omdena, and can you provide more information about Guneet Singh Kohli?",impact_manager,utter_impact_manager,". The Impact Manager at Omdena is responsible for ensuring that the organization's projects have a positive impact on society. Guneet Singh Kohli is an experienced data scientist and AI engineer who has worked on several Omdena projects related to social impact, including the development of an online platform for talent matching and project streamlining."
+,AI_Engineers,career_paths,Describe the responsibilities of the Head of Local Chapters at Omdena and provide information about Weronika Dorocka.,head_of_local_chapters,utter_head_of_local_chapters,. The Head of Local Chapters at Omdena is responsible for overseeing the organization's local chapters and ensuring that they are aligned with Omdena's mission and values. Weronika Dorocka is an experienced project manager and community builder who has worked on several Omdena projects and is passionate about using AI for social good.
+,AI_Engineers,career_paths,"What does the Software/Data Engineer position entail, and who is the team member with that role?",software_data_engineer,utter_software_data_engineer,". The Software/Data Engineer position at Omdena involves working on the technical aspects of AI projects, including data engineering, machine learning, and software development. One team member with this role is Dave Bunten, who has shared his expertise in data engineering skills to make a dent in real-world projects and accelerate careers."
+,AI_Engineers,career_paths,"What is the vision of Omdena for the year 2030, and what are their goals to achieve by that time?",omdena_2030_vision,utter_omdena_2030_vision,". Omdena's vision for the year 2030 is to upskill 100,000 individuals and positively impact the lives of 1 billion people through executed projects. The organization aims to achieve this by continuing to collaborate with diverse teams of AI engineers and data scientists to solve real-world problems."
+,AI_Engineers,career_paths,"Who is the Community Manager at Omdena, and what are their key responsibilities?",community_manager,utter_community_manager,". The Community Manager at Omdena is responsible for managing the organization's online community and ensuring that members have a positive experience. The key responsibilities include engaging with members, moderating discussions, and providing support."
+,AI_Engineers,career_paths,"How can individuals join Omdena's newsletter, and what benefits do subscribers receive?",omdena_newsletter,utter_omdena_newsletter,". Individuals can join Omdena's newsletter by visiting the organization's website and entering their email address in the designated field. Subscribers receive updates on real-world projects, case studies, and tutorials, as well as exclusive access to webinars and events."
+,AI_Engineers,career_paths,Is the Technical Writer position available for both part-time and full-time roles?,technical_writer_role,utter_technical_writer_role,"The Technical Writer position at Omdena is available for both part-time and full-time roles. The role involves creating high-quality technical documentation for AI projects, including project reports, blog posts, and tutorials."
+,AI_Engineers,career_paths,Can you provide more details about the Product Manager role and some team members in that position?,product_manager_role,utter_product_manager_role," The Product Manager role at Omdena involves overseeing the development of AI projects from ideation to execution. Some team members in this position include Opeyemi Lawal, who is an AI Evangelist and Partnership Manager, and Juber Rahman, who is a Senior Data Scientist at FedEx."
+,AI_Engineers,career_paths,"What is the mission of Omdena, and how does it aim to make a positive impact in the world?",omdena_mission,utter_omdena_mission, Omdena's mission is to provide a platform for AI engineers to collaborate on real-world problems and make a positive impact in the world. The organization aims to achieve this by leveraging the power of diverse and collaborative teams to develop innovative solutions to pressing social issues.
+,AI_Engineers,career_paths,"How can individuals apply for open positions at Omdena, and what is the process for joining the team?",applying_at_omdena,utter_applying_at_omdena,. Individuals can apply for open positions at Omdena by visiting the organization's website and submitting their resume and cover letter. The process for joining the team involves a series of interviews and assessments to ensure that candidates are a good fit for the organization's culture and values.
+,about_omdena,press_and_news,How can I know about the latest activities in omdena happening now?,omdena_news,utter_omdena_news,"You can get the latest information about omdena projects, activities through our website: https://omdena.com/press-news/"
+1,Organization,Engage_communities,What is the AI Innovation Challenge?,ai_innovation_challenge,utter_ai_innovation_challenge, The AI Innovation Challenge is a platform provided by Omdena that allows individuals and organizations to collaborate on real-world AI projects. The platform brings together diverse teams of up to 50 AI engineers and data scientists to develop solutions to complex problems.
+,Organization,Engage_communities,How can Omdena help to amplify the impact of my project?,amplify_project_impact,utter_amplify_project_impact,"Omdena can help amplify the impact of a project by providing access to a global network of AI professionals, mentoring support, and paid gigs. The platform also offers opportunities to work with industry experts and other AI professionals on a variety of innovative projects."
+,Organization,Engage_communities,What does the process of submitting project ideas look like?,submit_project_ideas,utter_submit_project_ideas,"The process of submitting project ideas involves filling out a form on the Omdena website, providing details about the project, and specifying the desired outcomes. Once the project is approved, teams are formed, and work begins on the project."
+,Organization,Engage_communities,What is the role of Omdena's local chapter AI teams in project development?,role_of_omdena_local_ai_teams,utter_role_of_omdena_local_ai_teams, The local chapter AI teams at Omdena play a crucial role in project development by providing a platform for individuals to collaborate on projects in their local communities. These teams are responsible for identifying local problems and developing solutions using AI.
+,Organization,Engage_communities,What types of projects has Omdena been involved in previously?,omdena_previous_projects,utter_omdena_previous_projects,"Omdena has been involved in a wide range of projects, including developing an online platform for talent matching and project streamlining using AI, identifying school locations in Sudan using satellite imagery, and creating an online predator chatbot warning system."
+,Organization,Engage_communities,Can my project idea be focused on a specific Sustainable Development Goal (SDG)?,focus_on_specific_sdg,utter_focus_on_specific_sdg,"Yes, project ideas can be focused on a specific Sustainable Development Goal (SDG). Omdena encourages individuals and organizations to submit project ideas that align with the United Nations' SDGs."
+,Organization,Engage_communities,What ongoing projects are currently being developed by Omdena partners?,ongoing_projects_by_omdena_partners,utter_ongoing_projects_by_omdena_partners,"Some ongoing projects currently being developed by Omdena partners include developing a multimodal model for chest disease detection using radiology images and text data, and creating an AI-driven assessment and feedback system for global education empowerment."
+,Organization,Engage_communities,Can I apply to participate in an ongoing project?,apply_for_ongoing_projects,utter_apply_for_ongoing_projects,"Yes, individuals can apply to participate in an ongoing project by filling out a form on the Omdena website and specifying the desired project."
+,Organization,Engage_communities,What are some examples of case studies from past projects?,past_case_studies,utter_past_case_studies,"Some examples of case studies from past projects include developing an AI model to predict the spread of COVID-19, identifying fake news using machine learning, and developing an AI model to predict the risk of forest fires."
+,Organization,Engage_communities,How does the project submission and development process work?,project_submission_and_development,utter_project_submission_and_development,"The project submission and development process at Omdena involves submitting a project idea, forming a team, developing a solution, and presenting the solution to the community."
+,Organization,Engage_communities,How will Omdena support my organization after project completion?,support_after_completion,utter_support_after_completion,"Omdena supports organizations after project completion by providing access to a global network of AI professionals, mentoring support, and paid gigs. The platform also offers opportunities to work with industry experts and other AI professionals on a variety of innovative projects."
+,Organization,Engage_communities,"What does Omdena mean by ""bottom-up driven collaboration""?",bottom_up_driven_collaboration,utter_bottom_up_driven_collaboration,"Omdena's approach to problem-solving and collaboration is guided by the principle of ""bottom-up driven collaboration."" This means that solutions are developed through collaboration between diverse teams of AI professionals and data scientists, rather than being imposed from the top down."
+,Organization,Engage_communities,How are solutions developed by Omdena's local chapters?,solutions_by_local_chapters,utter_solutions_by_local_chapters, Solutions developed by Omdena's local chapters are developed through collaboration between individuals in the local community who are passionate about using AI for social good. These solutions are then presented to the global community for feedback and refinement.
+,Organization,Engage_communities,Who provides the infrastructure support for the project development?,infrastructure_support_for_projects,utter_infrastructure_support_for_projects," The infrastructure support for project development is provided by Omdena's platform, which includes tools and resources for data collection, data engineering, and machine learning."
+,Organization,Engage_communities,Who retains the intellectual property (IP) rights to the developed solutions and prototypes?,ip_rights_for_developed_solutions,utter_ip_rights_for_developed_solutions,The intellectual property (IP) rights to the developed solutions and prototypes are retained by the project team.
+,Organization,Engage_communities,How much of my time will be required during the project development phase?,time_involvement_during_development,utter_time_involvement_during_development, The amount of time required during the project development phase varies depending on the project's complexity and the individual's level of involvement.
+,Organization,Engage_communities,What is unique about Omdena´s AI development model?,unique_about_omdenas_ai_model,utter_unique_about_omdenas_ai_model, Omdena's AI development model is unique in that it emphasizes collaboration between diverse teams of AI professionals and data scientists to develop solutions to complex problems.
+,Organization,Engage_communities,How much time involvement is needed from my side?,time_involvement_during_development,utter_time_involvement_during_development, The time involvement needed from an individual depends on the project's complexity and the individual's level of involvement. Omdena encourages individuals to commit an adequate amount of time per week to ensure the project's successful completion.
+,Organization,Innovate,What services does Omdena offer?,service_inquiry,utter_service_inquiry,"Omdena offers AI development services to impact-driven startups. Their services include AI Innovation Challenges, Top Talent Projects, Local Chapter Challenges, and Edge AI solutions for partners across data, IoT, and AI."
+,Organization,Innovate,How long does an Omdena AI development project typically last?,project_duration,utter_project_duration,An Omdena AI development project typically lasts for 8+ weeks or around 5000 hours of AI development time.
+,Organization,Innovate,How many AI engineers are typically involved in an Omdena project?,project_team_size,utter_project_team_size,"The number of AI engineers involved in an Omdena project can vary depending on the program. For AI Innovation Challenges, teams can have up to 50 collaborators. Top Talent Projects involve up to 5 people, and Local Chapter Challenges can have up to 80 collaborators."
+,Organization,Innovate,Can I hire engineers from Omdena for my startup?,hiring_engineers,utter_hiring_engineers,"Yes, it happens very often that the company decides to hire the top-performing engineers in-house from the project team. If you end up successfully hiring an engineer through Omdena we would ask you for a one-off 10% recruitment fee of the annual salary you offer to the engineer.
+
+The Top Talent Projects are a unique opportunity for you to acquire ‘hidden’ top talent in a very cost-effective compared to traditional hiring processes (like job ads + scanning through CVs + interviews). "
+,Organization,Innovate,What's the cost of engaging with Omdena for an AI development project?,cost_of_engagement,utter_cost_of_engagement,The cost of engaging with Omdena for an AI development project varies depending on the program and project scope. Specific pricing details would need to be discussed with Omdena directly.
+,Organization,Innovate,Do I retain full Intellectual Property rights of the solution developed by Omdena?,intellectual_property,utter_intellectual_property,"Yes, you retain full Intellectual Property rights of the solution developed by Omdena."
+,Organization,Innovate,Does Omdena take any equity from my startup for their services?,equity_involvement,utter_equity_involvement,"No, Omdena does not take any equity from your startup for their services."
+,Organization,Innovate,Can you provide some examples of past projects Omdena has worked on?,past_projects,utter_past_projects,"Omdena has worked on various past projects, including developing AI models to detect fake news, predicting water scarcity in Africa, and detecting deforestation in the Amazon rainforest."
+,Organization,Innovate,How can I apply for the AI development program offered by Omdena?,application_process,utter_application_process,You can apply for the AI development program offered by Omdena on their website.
+,Organization,Innovate,Is there a discount in the hiring fee if I decide to hire an engineer from Omdena?,hiring_fee_discount,utter_hiring_fee_discount,There is no available information on whether there is a discount in the hiring fee if you decide to hire an engineer from Omdena. Specific pricing details would need to be discussed with Omdena directly.
+,Organization,Innovate,How does the selection process for the program work?,selection_process,utter_selection_process,"The selection process for the program involves submitting an application, which is reviewed by the Omdena team. They select candidates based on their skills, experience, and motivation."
+,Organization,Innovate,Are there any testimonials or reviews from past clients of Omdena?,testimonials_or_reviews,utter_testimonials_or_reviews,"Yes, there are several testimonials and reviews from past clients of Omdena on their website."
+,Organization,Innovate,What types of startups has Omdena worked with in the past?,types_of_startups,utter_types_of_startups,"Omdena has worked with startups across various industries, including healthcare, finance, and agriculture."
+,Organization,Innovate,What does the operational fee for the program depend on?,operational_fee,utter_operational_fee,The operational fee for the program depends on the program and project scope. Specific pricing details would need to be discussed with Omdena directly.
+,Organization,Innovate,How much investment have startups collectively raised after building AI solutions with Omdena?,investment_by_startups,utter_investment_by_startups,There is no available information on how much investment startups have collectively raised after building AI solutions with Omdena.
+,Organization,Innovate,How many applications have Omdena received for the AI engineer position?,number_of_applications,utter_number_of_applications,There is no available information on how many applications Omdena has received for the AI engineer position.
+,Organization,Innovate,Who are some of Omdena's startup partners?,startup_partners,utter_startup_partners,"Omdena's startup partners include organizations such as the World Bank, the United Nations, and the Red Cross."
+,Organization,Innovate,What happens after I'm selected for the program?,post_selection_process,utter_post_selection_process,"After you're selected for the program, you will work with the Omdena team to define the project scope and goals."
+,Organization,Innovate,What's the process for defining the project scope with Omdena?,defining_project_scope,utter_defining_project_scope,"The process for defining the project scope with Omdena involves working with their team to identify the problem, data sources, and project goals. They will then develop a plan for data collection, model development, and deployment."
+,Organization,Innovate,How can I contact Omdena if I have additional questions about their services or the application process?,contact_information,utter_contact_information,You can contact Omdena through their website if you have additional questions about their services or the application process.
+,Organization,Deploy_and_scale,Where can I find more information about Omdena's services and projects?,find_omdena_info,utter_find_omdena_info,"You can find more information about Omdena's services and projects on their website under the ""Services"" and ""Projects"" sections."
+,Organization,Deploy_and_scale,What are the conditions under which I can request a full refund?,request_refund_conditions,utter_request_refund_conditions,"If you decide to not continue the project within 14 days from the kick-off call, we will refund you the full amount with no questions asked. However, to date, we have run over 80 top talent projects and never had someone ask to return the advance payment."
+,Organization,Deploy_and_scale,How does Omdena assure a partner satisfaction rate of 4.9/5?,assure_partner_satisfaction,utter_assure_partner_satisfaction,"Omdena assures partner satisfaction through their collaborative approach, rigorous vetting process, and commitment to delivering high-quality AI models and solutions. They aim to address real-world problems and create positive impact through their projects."
+,Organization,Deploy_and_scale,What is Omdena's primary mission?,primary_mission,utter_primary_mission,Omdena's primary mission is to build AI models and solutions through collaborative efforts with a global network of AI engineers and data scientists. They aim to address real-world problems and create positive impact through their projects.
+,Organization,Deploy_and_scale,How does Omdena select the top 2% of AI engineers?,select_top_ai_engineers,utter_select_top_ai_engineers,"Omdena selects the top 2% of AI engineers from a pool of over 10,000 talent. These top talents are vetted and chosen based on their skills, experience, and expertise. They have a rigorous selection process to ensure the highest quality of talent for their projects."
+,Organization,Deploy_and_scale,How can I hire Omdena's vetted talents for my project?,hire_vetted_talents,utter_hire_vetted_talents,"To hire Omdena's vetted talents for your project, you can engage with them through Omdena Top Talent. This allows you to work with the top 2% of their talent pool. You can submit your project idea and problem to be solved, and Omdena will help you scope the project and provide a dedicated team of senior engineers."
+,Organization,Deploy_and_scale,What is the money-back guarantee offered by Omdena?,money_back_guarantee,utter_money_back_guarantee,"Omdena offers a money-back guarantee for their projects. If you are not satisfied with the results or the project does not meet your expectations, you can request a full refund under certain conditions."
+,Organization,Deploy_and_scale,Can you provide some examples of top companies Omdena has worked with?,worked_with_top_companies,utter_worked_with_top_companies,"Omdena has worked with over 200+ companies including organizations from Y Combinator, Techstars, the UN, and more."
+,Organization,Deploy_and_scale,What kind of projects has Omdena worked on in the past?,past_projects,utter_past_projects,"Omdena has experience in a wide range of industry areas, including but not limited to healthcare, finance, energy, agriculture, and social impact."
+,Organization,Deploy_and_scale,What are the different industry areas Omdena has experience in?,industry_experience,utter_industry_experience,"Omdena has successfully worked on various projects across industries such as Agriculture, Automotive, Child Safety, Civil Society, Disaster Management, Education, Environment & Sustainability, Equality & Inclusion, Finance, Food, Gaming, Healthcare, HR, Infrastructure, Insurance, Logistics & Transportation, Manufacturing, Media, Policy, Real Estate, Renewable Energy, Retail, Safety, Security & Justice, and Telecom."
+,Organization,Deploy_and_scale,Can you provide some examples of technical expertise Omdena provides?,technical_expertise,utter_technical_expertise,"Some examples of technical expertise provided by Omdena include AI modeling, machine learning, deep learning, natural language processing, computer vision, and data analysis."
+,Organization,Deploy_and_scale,What kind of deployments has Omdena successfully managed?,successful_deployments,utter_successful_deployments,"Omdena has successfully managed deployments of AI models and solutions in various projects. Specific examples include classifying rooftops through neural networks to eliminate energy waste, detecting bias in articles through natural language processing, optimizing clean energy supply in Africa, and deploying a pathology detection model in a mobile app."
+,Organization,Deploy_and_scale,Can I see some success stories from partners who worked with Omdena?,success_stories,utter_success_stories,"Yes, there are several success stories highlighted on Omdena's website such as the partnership with UK WellnessTech Company GoodBoost to deploy a web app to gamify exercises for MSK Conditions, a partnership with US-Based HealthTech Startup and Omdena Partner Humanity Inc. reaching 100,000 users in their AI-Driven Age Prediction App, and Omdena Startup Partner Zzapp Malaria winning a $5M IBM Watson AI XPrize Competition."
+,Organization,Deploy_and_scale,How does Omdena's unique vetting process work?,vetting_process,utter_vetting_process,"Omdena's unique vetting process involves selecting the top 2% of AI engineers from a pool of over 10,000 talents. They evaluate the skills, experience, and expertise of the candidates to ensure the highest quality of talent for their projects."
+,Organization,Deploy_and_scale,Where can I find testimonials from Omdena's clients?,client_testimonials,utter_client_testimonials,"Testimonials from Omdena's clients can be found on their website, with representatives from organizations like ChessX, Dryad Networks, UNICEF, Tech Equalized, BigCodeGen, and ESLO sharing their experiences."
+,Organization,Deploy_and_scale,What benefits can I get from hiring Omdena's top 2 percent talents?,benefits_of_hiring_talents,utter_benefits_of_hiring_talents,"By hiring Omdena's top 2% talents, you can benefit from their expertise, skills, and experience in AI modeling and solution development. They have a global network of talented professionals who can contribute to your project and help you achieve your goals."
+,Organization,Deploy_and_scale,How does the project execution process work with Omdena?,project_execution_process,utter_project_execution_process,"The project execution process with Omdena involves several steps: project scoping, where you submit your project idea and problem to be solved; dedicated team formation, where the best team for your project is built; project execution, where the project starts under the supervision of an experienced project manager; and an optional step, hire in-house, where with a 1-week notice, you can stop the project or hire the engineers full-time in your team."
+,Organization,Deploy_and_scale,How can I submit my project idea to Omdena?,submit_project_idea,utter_submit_project_idea,"To submit your project idea to Omdena, you can go to their website and click on ""request a demo"" or directly email them to discuss your project needs."
+,Organization,Deploy_and_scale,Is there a recruitment fee for hiring the engineers full-time in my team?,recruitment_fee,utter_recruitment_fee,"Yes, there is a one-off recruitment fee for each successful new hire via Omdena."
+,Organization,Deploy_and_scale,How can I sign up for a demo with Omdena?,sign_up_for_demo,utter_sign_up_for_demo,"To sign up for a demo with Omdena, you can visit their website and fill in the ""Request a demo"" form."
+,Organization,Deploy_and_scale,Who should I contact if I have further questions?,contact_for_questions,utter_contact_for_questions,"For any further questions, you can contact Fabio Fulci, VP Impact Development at Omdena, via email."
+,Organization,Testimonials,Who are Omdena's community partners?,community_partner,utter_community_partner,"Omdena's community partners include organizations such as the United Nations, the World Health Organization, and the World Bank."
+,Organization,Testimonials,What was Omdena's project with the UNHCR?,unhcr,utter_unhcr,Omdena's project with the UNHCR involves building AI solutions to help refugees and displaced people.
+,Organization,Testimonials,How can one join Omdena?,join_omdena,utter_join_omdena,"To join Omdena, you can visit their website and apply to become a collaborator."
+,Organization,Testimonials,What is Omdena's global presence?,global_presence,utter_global_presence,"Omdena's solutions are implemented across the world, with over 70 countries having trusted them to build their AI models."
+,Organization,Testimonials,How does Omdena contribute to AI innovation challenges?,ai_innovation_challenge,utter_ai_innovation_challenge,Omdena contributes to AI innovation challenges by providing a collaborative platform for AI engineers to gather and build solutions to real-world problems.
+,Organization,Testimonials,What success stories does Omdena have?,success_stories,utter_success_stories,"Omdena has had success stories with organizations such as Zzapp Malaria and GoodBoost, where they built AI solutions to help combat malaria and improve water quality, respectively. They've also worked with UNICEF and the UN World Food Program to build AI solutions to help improve the lives of children and communities around the world."
+,Organization,Testimonials,How does Omdena accelerate innovation and impact?,accelerate_innovation_impact,utter_accelerate_innovation_impact,Omdena accelerates innovation and impact with vetted technical top talent by providing a collaborative platform for AI engineers to work together and build solutions to real-world problems.
+,Organization,Testimonials,"How can one build a team with Omdena's data scientists, AI engineers, and developers?",build_team,utter_build_team,"To build a team with Omdena's data scientists, AI engineers, and developers, you can visit their website and apply to become a collaborator."
+,Organization,FAQ,What is the pricing model to run a Top Talent Project?,pricing_model_top_talent,,"Due to our access to talent from around the world, we have a higher chance to accommodate your budget., the cost could vary a lot depending on the location of the engineers, the seniority, the tech stack required, and other factors."
+,Organization,FAQ,What type of problems is a good fit for an AI Innovation Challenge?,ai_innovation_challenge,,"Our Innovation challenges are the best fit when multiple approaches to solving a given problem need to be tried. This may include testing various AI models, trying different approaches to collect data and overcome data challenges, or refining a given AI model by tuning various parameters."
+,Organization,FAQ,Can I also work with a smaller team of dedicated Omdena AI engineers instead of running an AI Challenge?,smaller_team_omdena_ai_engineers,,"Yes, via Omdena Top Talent you can work with the top 2% of our talent. The top talents are selected from a pool of over 10,000 AI Engineers who have participated in at least one Omdena project by carefully assessing the top performers in both soft and hard skills."
+,Organization,FAQ,Can I hire people in-house at the end of the project?,hire_in-house_end_of_project,,"Yes, it happens very often that organizations decide to send a job offer to multiple engineers from the team at the end of the AI Innovation Challenge. The opportunity of working with a large team of engineers on a complex problem for 8 weeks is an excellent method to identify talented people to hire. Omdena charges a small hiring fee for successful candidates."
+,Organization,FAQ,What is your pricing model?,pricing_model,,"Our mission as a company is to make AI accessible to as many impact-driven organizations (profit or not-for-profit) as possible, so we try to make the program affordable also for very early-stage startups. For pre-seed and bootstrapped startups, we apply a “Pay What You Can” policy which is fair to both sides. We ask to pay a small upfront fee to ensure that the startup client is serious, and the remaining fees can be paid within 12 months (upon the end of the program when and if you get an investment round or generate revenues)."
+,Organization,FAQ,"How is your model different from platforms like Upwork, TopTal, and others?",model_vs_upwork_toptal_others,,"Omdena’s approach is very different. Our focus is on identifying hidden talent who often will be overlooked on other platforms, which makes our model very cost-effective. In addition, Omdena handpicks the talent pool and manages the projects, so we are responsible to deliver the solutions. Other platforms only connect you to a large pool of developers, and your responsibility will be to select and manage the team."
+,Organization,FAQ,How can you ensure the result within the 8 weeks time frame?,ensure_result_within_8_weeks,,"Unfortunately, we cannot ensure results within the 8 weeks timeframe, but we mitigate the risk of no results by selecting the right engineers for the project and having the right processes in place. We have executed over 150 challenges, and more than 95% of them have been successful."
+,Organization,FAQ,Can I talk with some Omdena clients?,talk_with_omdena_clients,,"As you can imagine, it can easily get overwhelming for past clients to talk to many prospective clients of Omdena. So instead, we provide a list of video testimonials from startup founders, NGOs, and other client organizations. Here is our full portfolio of clients."
+,Organization,FAQ,Who are the people who work in an Omdena AI Innovation Challenge?,omdena_ai_innovation_challenge_team,,"Every month we get 1000+ applications to join Omdena projects. The selection process looks at various factors like motivation, skill, time available, etc to select the people who will be part of a project. The team is also selected based on the inputs from you as a client (like time zone, skill set, etc.). Inexperienced students are not accepted in our projects, but we give them the opportunity to upskill via Omdena School or an Omdena Local Chapter Challenge."
+,Organization,FAQ,Why do many experienced AI Engineers work on Omdena projects?,experienced_ai_engineers_at_omdena,,"Many experienced AI Engineers work on Omdena projects for various reasons such as the experience of working with an international team of engineers, the opportunity to work on a social impact problem, to experiment with their tech skills in a challenging environment, and to share their knowledge and help others grow. Omdena also provides a lot of benefits and perks to our community, including tech mentorship, career development opportunities, and paid projects for our top talent."
+,Organization,FAQ,"We are a small team with limited resources, we do not have time to manage a team of 50 people!",limited_resources_manage_people,,You don’t need to worry about the project coordination. We will assign a product owner for project management. We run more than 150 AI Innovation Challenges per year and we have deep expertise in how to effectively manage a large team of AI Engineers.
+,Organization,FAQ,How do you manage a large team of 50+ AI Engineers successfully?,manage_team_ai_engineers,,"We apply a unique button-up-driven project management approach to unlock the collective intelligence of a large and diverse team. If you want to learn more about the structure of an 8 weeks AI Innovation Challenge, please read our demo."
+,Organization,FAQ,What is my/the client's role in the project execution?,client_role_project_execution,,"Your role during the AI Innovation Challenge is to provide domain expertise, and we expect you to be available for explaining to the team the problem statement and provide the domain knowledge when needed. Based on our learnings, you will need to provide  5-10 hrs/week to answer questions from collaborators."
+,Organization,FAQ,Can I hire people in-house during or at the end of the project?,hire_engineers,,"Yes, it happens very often that the company decides to hire the top-performing engineers in-house from the project team. If you end up successfully hiring an engineer through Omdena we would ask you for a one-off 10% recruitment fee of the annual salary you offer to the engineer.
+
+The Top Talent Projects are a unique opportunity for you to acquire ‘hidden’ top talent in a very cost-effective compared to traditional hiring processes (like job ads + scanning through CVs + interviews). "
+,Organization,FAQ,What is the pricing model to run a Top Talent Project?,pricing_model_top_talent,,"Due to our access to talent from around the world, we have a higher chance to accommodate your budget., the cost could vary a lot depending on the location of the engineers, the seniority, the tech stack required, and other factors."
+,Organization,FAQ,Who are Omdena´s Top Talent engineers?,top_talent,,"The top 2% of Omdena’s collaborators. They are selected from more than 30,000 applications. To be selected for Omdena Top Talent Pool an engineer must work on at least two Omdena AI Innovation Challenges and perform extremely well in both of them. Through running over 300 AI Innovation Challenges we have built a strong talent pool of engineers from all around the world."
+,Organization,FAQ,What is the difference between running a Top Talent Project with Omdena and hiring an Outsourcing Software Development Company?,,,"There are several key differences such as the following:
+
+1. Problem-driven talent: Omdena is a community-driven organization with intrinsically motivated engineers from diverse technical, industry-related, and cultural backgrounds. In other words, we match the most motivated and suitable engineers to your problem. “Omdena engineers are enthusiasts and interested in the problem of the company. This is key for complex projects to be successful, which almost no other company can offer as Omdena can”, says Abhimanyu Bhargava, CEO, Farm-Hand (UK)
+
+2. Vetted: The Top 2% among more than 30.000 applications per year who have worked on similar projects and engagements.
+
+3. Flexibility: You can work with solo engineers or teams of up to five engineers. Up and downscale according to your needs.
+
+4. Hiring: The most important difference is that we want our top talent to be hired and get full-time jobs by other companies. When you work with an outsourcing company, you will not be able to hire developers directly. However, we know, in the mid to long term most organizations want to build in-house teams so through Omdena you can already start identifying your potential future employees."
+,,,,,,
+MORE FRQUENTLY ASKED QUESTIONS,Collaborators,,What is Omdena?,ask_omdena,utter_ask_omdena,Omdena is an innovation platform where AI experts from around the world collaborate on building solutions for positive impact.
+,,,How does an Omdena AI challenge work?,ask_ai_challenge,utter_ask_ai_challenge,"Omdena challenges follow four key principles: bottom-up collaboration, transparent communication, active participation, and asking questions. In an Omdena challenge, there is no top-down structure, and collaborators are expected to show self-drive and self-management capabilities to succeed."
+,,,What are the benefits of being an Omdena collaborator?,ask_collaborator_benefits,utter_ask_collaborator_benefits,"Omdena offers several benefits to its collaborators, including the opportunity to work on real-world problems, access to data, diverse opinions, and the chance to drive true innovation."
+,,,How can I engage as a collaborator?,ask_engage_collaborator,utter_ask_engage_collaborator,"To engage as a collaborator, you can reach out to a Task Leader or Product Owner and offer to pitch in. If you need further guidance, you can always ask for help."
+,,,What if I have no experience in AI?,ask_no_ai_experience,utter_ask_no_ai_experience,"Omdena welcomes collaborators with all levels of experience, including those who are new to AI. The platform provides a learning environment and offers opportunities for skill development."
+,,,How is participation assessed in an Omdena challenge?,ask_participation_assessment,utter_ask_participation_assessment,"Your level of participation will be assessed each week based on your collaboration via coding, data wrangling, and taking a leadership role in the challenge. Active participation is important, and those who do not actively participate may be asked to leave the project."
+,,,Where can I find more information about Omdena?,ask_website_info,utter_ask_website_info,"You can visit the Omdena website, specifically the FAQ section, for more information about the platform and how it works."
+,,,,,,
+,Organizations,,What is Omdena?,,,Omdena is an organization that builds AI for social good through community collaboration with mission-driven organizations.
+,,,How does Omdena work?,ask_omdena_works,utter_ask_omdena_works,"Omdena works by bringing together a global community of data scientists, machine learning engineers, and domain experts to work on AI projects for social good. The community collaborates with mission-driven organizations to build AI solutions that address real-world problems."
+,,,What kind of projects does Omdena work on?,ask_projects,utter_ask_projects,"Omdena works on a wide range of projects, from tackling energy shortages in Nigeria to improving case management for NGOs. The projects are focused on using AI for social good and are designed to have a positive impact on people's lives."
+,,,How does Omdena ensure data privacy and confidentiality?,ask_data_privacy,utter_ask_data_privacy,Omdena takes data privacy and confidentiality very seriously. The organization has strict policies and procedures in place to ensure that all data is handled securely and in compliance with applicable laws and regulations.
+,,,How can my organization get involved with Omdena?,ask_get_involved,utter_ask_get_involved,"If your organization is interested in working with Omdena, you can reach out to the organization through their website. Omdena is always looking for mission-driven organizations to collaborate with on AI projects for social good."
+,,,What kind of expertise does Omdena have?,ask_expertise,utter_ask_expertise,"Omdena has a global community of data scientists, machine learning engineers, and domain experts with expertise in a wide range of areas. This expertise allows Omdena to work on a wide range of projects and to bring together the right people to tackle each project."
+,,,How does Omdena ensure the quality of its work?,ask_quality_assurance,utter_ask_quality_assurance,"Omdena has a rigorous quality assurance process in place to ensure that all work meets the highest standards. This process includes peer review, code review, and testing to ensure that all work is accurate, reliable, and effective."
+,,,What is the impact of Omdena's work?,ask_impact,utter_ask_impact,"Omdena's work has a positive impact on people's lives around the world. The organization has worked on projects that have helped to improve access to clean water, reduce energy poverty, and improve case management for NGOs, among other things."
+,,,,,,
+,,,,,,
+,,,,,,
+,,,,,,
+,,,,,,
+,,,What is Omdena?,Omdena is an innovation platform where AI experts from around the world collaborate on building solutions for positive impact.,,
+,,,How does an Omdena AI challenge work?,"Omdena challenges follow four key principles: bottom-up collaboration, transparent communication, active participation, and asking questions. In an Omdena challenge, there is no top-down structure, and collaborators are expected to show self-drive and self-management capabilities to succeed.",,
+,,,What are the benefits of being an Omdena collaborator?,"Omdena offers several benefits to its collaborators, including the opportunity to work on real-world problems, access to data, diverse opinions, and the chance to drive true innovation.",,
+,,,How can I engage as a collaborator?,"To engage as a collaborator, you can reach out to a Task Leader or Product Owner and offer to pitch in. If you need further guidance, you can always ask for help.",,
+,,,What if I have no experience in AI?,"Omdena welcomes collaborators with all levels of experience, including those who are new to AI. The platform provides a learning environment and offers opportunities for skill development.",,
+,,,How is participation assessed in an Omdena challenge?,"Your level of participation will be assessed each week based on your collaboration via coding, data wrangling, and taking a leadership role in the challenge. Active participation is important, and those who do not actively participate may be asked to leave the project.",,
+,,,Where can I find more information about Omdena?,"You can visit the Omdena website, specifically the FAQ section, for more information about the platform and how it works.",,
\ No newline at end of file