AI

Machine Learning — ML with Python

Train models that learn from data using Python and scikit-learn — the core skill behind modern AI.

17 lessons5 chaptersStart: What is Machine Learning? →

1Foundations

What is Machine Learning?25 min Types of Machine Learning25 min The ML Workflow30 min Features (X) and Labels (y)30 min Train / Test Split35 min

2Supervised Learning

Linear Regression: Predict a Number40 min Logistic Regression: Predict a Category40 min K-Nearest Neighbours (KNN)35 min Decision Trees35 min Random Forest35 min

3Unsupervised Learning

K-Means Clustering40 min PCA: Dimensionality Reduction35 min

4Evaluate & Improve

Metrics: Accuracy, Precision, Recall40 min Overfitting vs Underfitting35 min Cross-Validation35 min Feature Scaling35 min

5Project

Project: Build a Model End to End120 min