Update README.md

README.md

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 # TVMixer
-Temporal Variate Mixing
 
-To run the code:
+**Temporal Variate Mixing**
+
+TVMixer is a powerful tool for temporal data analysis that incorporates variate mixing techniques to enhance model performance across time-series forecasting tasks. This project aims to provide efficient and accurate time-series predictions by leveraging advanced temporal modeling techniques.
+
+## Features
+- **Temporal Variate Mixing**: Applies variate dimension mixing to improve prediction accuracy by capturing complex temporal relationships.
+- **Scalability**: Incoporate multi-scale temporal pattern.
+
+## Requirement
+```bash
+pip install -r requirements.txt
+
+## To Run the code:
+
+```bash
 bash ./TVMixer.sh
+
+