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@@ -96,7 +96,8 @@ print(f"90th percentile: {quantiles_vol[0][2]:.2f}%")
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  ```
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  ## Training Details
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-
 
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  ## Limitations
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@@ -104,19 +105,3 @@ print(f"90th percentile: {quantiles_vol[0][2]:.2f}%")
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  - Predictions are probabilistic (quantiles) and should be interpreted with uncertainty
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  - The model requires at least 60 days of historical data for predictions
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- ## Citation
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-
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- If you use this model, please cite:
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-
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- ```bibtex
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- @misc{chronos-volatility,
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- title={Chronos Fine-tuned for Volatility Prediction},
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- author={Your Name},
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- year={2024},
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- publisher={Hugging Face}
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- }
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- ```
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-
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- ## License
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-
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- This model is licensed under Apache 2.0. The base Chronos model is also licensed under Apache 2.0.
 
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  ```
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  ## Training Details
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+ - Trained data from AAPL, GOOG, MSFT, SPY, and TSLA
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+ - NVDA was used as a test case
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  ## Limitations
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  - Predictions are probabilistic (quantiles) and should be interpreted with uncertainty
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  - The model requires at least 60 days of historical data for predictions
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