Model Card for Chronos Bolt BASE Fine-Tuned Model v2
The model was fine-tuned on a proprietary dataset containing 130 million time seires datapoint. While details about the dataset are confidential, the following general characteristics are provided:
- The dataset consists of multi-dimensional time-series data.
- Also added additional exogenous information about the target series (4 additional columns; 1 of them are different types of volumes of the target series).
WQL = 0.4530
Summary
The fine-tuned model performs well for intermittent demand forecasts (e.g., Intermittent and Lumpy Time Series demand forecasts for seasonal products).
Technical Specifications
Model Architecture and Objective
The model is based on the amazon/chronos-bolt-base
architecture, fine-tuned specifically for intermittent time-series forecasting tasks. It leverages pre-trained capabilities for sequence-to-sequence modeling, adapted to handle multi-horizon forecasting scenarios.
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Model tree for nieche/chronos-bolt-base-fine-tuned-v2
Base model
amazon/chronos-bolt-base