Update README.md

README.md

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-license: mit
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+
+# AutoML Application
+
+An automated machine learning application built with Streamlit that helps users to:
+- Load and preprocess data
+- Train multiple ML models (Logistic Regression, SVM, Random Forest)
+- Automatically select the best model
+- Visualize model performance
+- Make predictions with the trained model
+
+## Features
+
+- **Data Upload & Analysis**: Upload CSV or Excel files, view statistics, and visualize correlations
+- **Automated Data Preprocessing**: Handle missing values and categorical encoding
+- **Model Training**: Train multiple models with hyperparameter tuning
+- **Model Visualization**: Compare model performance with various metrics
+- **Prediction**: Make predictions using the trained model
+
+## Setup
+
+1. Clone this repository
+2. Install the requirements:
+   ```
+   pip install -r requirements.txt
+   ```
+3. Run the application:
+   ```
+   streamlit run main.py
+   ```