Car Price Prediction Project using Machine Learning | Python + Streamlit | End-to-End ML Project

🚗 *Car Price Prediction using Machine Learning | Python + Streamlit | End-to-End Project* In this video, I’ll guide you through the complete process of building an *AI-powered Car Price Prediction App* using *Machine Learning* and **Streamlit**. You’ll learn step-by-step how to: ✅ Import and understand the dataset ✅ Perform Data Cleaning & Preprocessing ✅ Encode Categorical Variables (Label & One-Hot Encoding) ✅ Train Multiple Models (Linear Regression, Decision Tree, Random Forest) ✅ Evaluate Model Performance (RMSE, R² Score) ✅ Save the Trained Model using Pickle ✅ Build an Interactive Web App using Streamlit ✅ Deploy the App and Predict Car Prices Instantly 🚀 --- 🧾 *About the Project* This project predicts the price of a car based on multiple features like brand, engine size, fuel type, horsepower, and mileage. It’s built using **Python, Pandas, NumPy, Scikit-learn, Matplotlib, and Streamlit**. Perfect for students, data science beginners, and professionals looking to build *real-world ML projects* for their portfolio. --- 🗂️ *Dataset Information* 📁 Dataset Name: CarPrice_Assignment.csv 📊 Total Records: 205 📋 Total Features: 26 🎯 Target Column: `price` *Key Features:* Car Brand Fuel Type Aspiration Number of Doors Car Body Type Drive Wheel Engine Location Engine Size Horsepower City & Highway Mileage 📚 The dataset contains both numerical and categorical columns and is perfect for Regression problems. --- ⚙️ *Tech Stack* *Language:* Python 🐍 *Framework:* Streamlit *Libraries:* Pandas, NumPy, Matplotlib, Seaborn, Scikit-learn, Pickle *Algorithm:* Random Forest Regressor *IDE:* Jupyter Notebook & VS Code #coding #codinginhindi #python #ai #aichatbot 📦 *Project Files* You can find all project files here: 🔗 GitHub Repository: [https://github.com/vikas-m-sharma/Car...](https://github.com/vikas-m-sharma/Car...) *#MachineLearning #PythonProject #Streamlit #CarPricePrediction #DataScience #EndToEndML #PythonAI #MLProject #DataScienceProject #ArtificialIntelligence #StreamlitApp #AIProject #PythonTutorial*