Machine Learning roadmap
Move through foundation, practice and project stages with related links.
Step 1: beginner
Machine Learning foundations
Learn the vocabulary, syntax and small examples that make Machine Learning approachable.
Beginner lessonsBasic examplesQuick quiz
Step 2: intermediate
Machine Learning practice
Connect several ideas into exercises, debugging tasks and mini features.
Practice exercisesExamplesMini projects
Step 3: advanced
Machine Learning projects
Build a realistic project, review tradeoffs and prepare interview answers.
ChallengesProjectsInterview questions