Course · Interactive

Machine Learning Advanced

Interactive-first machine learning with scikit-learn: 306+ graded drills, 33 playgrounds, 33 lessons.

Who it's for

Learners who completed ML Intermediate and want deployment-ready ML literacy.

What you'll learn

  • Avoid data leakage and design train/serve workflows
  • Train MLP neural nets and unsupervised models (KMeans, IsolationForest)
  • Monitor models, run A/B comparisons, and document model cards
  • Complete production-style capstones and portfolio review

Course contents

  1. 01Leakage & persistence
  2. 02Ethics & fairness
  3. 03Neural nets & clustering
  4. 04Time splits & monitoring
  5. 05Explainability
  6. 06Production capstones