Course · Interactive

Machine Learning Beginner

Interactive-first machine learning with scikit-learn: 284+ graded drills, 33 playgrounds, 33 lessons.

Who it's for

Learners who completed Data Science Advanced (or Intermediate + strong pandas) ready for fit/predict.

What you'll learn

  • Split data with train_test_split and evaluate with sklearn metrics
  • Train linear, logistic, KNN, tree, and forest models
  • Scale features and encode categories for ML
  • Compare models and complete student/shop prediction capstones
  • Clean messy 120-row tables with missing values and typos

Course contents

  1. 01ML mindset & features/target
  2. 02Train/test split & fit/predict
  3. 03Regression & classification metrics
  4. 04Tree & forest models
  5. 05Preprocessing & baselines
  6. 06Practice labs & capstones