Machine Learning | Linear Regression | RandomForestRegressor | Random Forest Regressor | E1

Published: 25 April 2025
on channel: Siddharth Tech Lab

🏡 Which Regression Model Predicts House Prices BEST? 🤯 Linear vs Tree vs Forest!

👇 Watch this BEFORE you build your ML model!

In this video, I compare 3 powerful machine learning models side-by-side:

✅ Linear Regression
🌳 Decision Tree Regressor
🌲 Random Forest Regressor

Using real evaluation metrics like MSE, RMSE, and R² Score, we uncover:
• Which model gives the most accurate predictions 🧠
• Why Random Forest dominates in real-world data
• How visual analysis tells the full story 🔍

🔍 Perfect for ML beginners & intermediate learners who want practical intuition and hands-on results — not just theory.

📊 Bonus: See actual vs predicted values in a stunning visual plot!

📈 Ready to pick the right model for your project? Hit play NOW!

👊 Don’t forget to Like, Subscribe, and Comment which model YOU trust the most!

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