Interaction Terms Explained with Python 🔥
Want to understand how Interaction Terms improve machine learning models? 🚀
In this video, we break down:
What are interaction terms
Why simple linear models sometimes fail
How PolynomialFeatures (interaction_only=True) works
Real-world example using Age, Experience & Salary
Performance comparison (MSE & R²)
💡 You’ll also learn how combining features like Age × Experience can unlock hidden patterns in data!
📌 Code Highlights:
✔ Generate synthetic dataset
✔ Train Linear Regression model
✔ Apply interaction terms
✔ Compare performance
✔ Visualize results
🧠 Perfect For:
Beginners in Machine Learning
Data Science Students
Python Learners
Interview Preparation
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