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README.md

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-title: Chronos Zero Shot
-emoji: 👁
-colorFrom: green
-colorTo: pink
-sdk: docker
-pinned: false
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-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+---
+title: Chronos-2 Zero-Shot Demo
+emoji: 📈
+colorFrom: blue
+colorTo: red
+sdk: docker
+app_port: 7860
+---
+
+# Chronos-2 Zero-Shot Forecasting Demo
+
+Interactive demo showcasing Amazon Chronos-2's zero-shot time series forecasting capability.
+
+## Features
+
+- **Zero-Shot Forecasting**: No training or fine-tuning required
+- **Real-time Prediction**: Input data and get instant forecasts
+- **Probabilistic Output**: Median prediction with 80% confidence interval
+- **Comparison Tab**: Visual comparison of traditional ML vs Chronos pipeline
+
+## Usage
+
+1. Enter time series values (comma or newline separated)
+2. Set prediction steps (1-24)
+3. Get instant forecast with confidence intervals
+
+## Model
+
+- **Chronos-2** (amazon/chronos-2): 120M parameter encoder-only foundation model
+- Supports context length up to 8192 tokens
+- CPU inference (GPU optional)
+
+## Local Development
+
+```bash
+pip install -r requirements.txt
+uvicorn server:app --reload --port 7860
+```
+
+## References
+
+- [Chronos-2 GitHub](https://github.com/amazon-science/chronos-forecasting)
+- [Chronos-2 Paper](https://arxiv.org/abs/2410.03847)