Update Readme file

Author: Tani303

README.md

@@ -1 +1,33 @@
-# Wine_Quality_Analysis
+# Wine Quality Analysis
+
+## ** Project Overview**
+This project analyzes **wine quality** using **machine learning**. It trains a model on the **Wine Quality Dataset** and evaluates it using **Mean Squared Error (MSE) and R² score**.  
+It provides two ways to run the analysis:
+1. **Using Docker**
+2. **Using a Shell Script**  
+---
+## **🚀 Running the Project**
+You can run the project using **Docker** or **a Shell Script (without Docker).**
+
+### **🔹 Option 1: Using Docker**
+1️⃣ **Clone the repository**:
+```sh
+git clone https://github.com/Tani303/Wine_Quality_Analysis.git
+cd Wine_Quality_Analysis
+---
+- **Build Docker Image**
+```sh
+  docker build -t wine_quality_analysis_app .
+  
+---
+**Run the Docker Image**
+
+docker run --rm wine_quality_analysis_app
+
+## **📂 Dataset**
+- The dataset used is `winequality-red.csv`, available in the **`data/`** folder.
+- **Source**: [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/datasets/Wine+Quality).
+
+---
+
+