Machine Learning chapter guide

Chapter guide for Machine Learning. Chapter names and their order in your textbook or official syllabus may differ slightly.

PU BE Computer (PU) Semester 6. 10 units, 3 credit hours. Each bar shows the unit’s share of teaching time.

  1. Unit 1Introduction to Machine Learning · note
  2. Unit 2Data Preprocessing · note
  3. Unit 3Linear and Logistic Regression · note
  4. Unit 4Decision Trees and Ensembles · note
  5. Unit 5Support Vector Machines · note
  6. Unit 6Bayesian Learning · note
  7. Unit 7Clustering · note
  8. Unit 8Dimensionality Reduction · note
  9. Unit 9Neural Networks and Deep Learning · note
  10. Unit 10Model Evaluation