Model Card for Chronos Bolt BASE Fine-Tuned Model v1
The model was fine-tuned on a proprietary dataset containing 190 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 (7 additional columns; 3 of them are different types of volumes of the target series).
WQL = 0.5031
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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The HF Inference API does not support time-series-forecasting models for transformers library.
Model tree for nieche/chronos-bolt-base-fine-tuned-v1
Base model
amazon/chronos-bolt-base