Unit 5 · Scalable and Advanced ML

# Syllabus

• Scalable Machine Learning (Online and Distributed Learning). A selection from some other advanced topics, e.g., Semi-supervised Learning, Active Learning, Reinforcement Learning, Inference in Graphical Models, Introduction to Bayesian Learning and Inference

# Topics

• 5.1Scalable ML: Online & Distributed Learning★
• 5.2Semi-supervised Learning★
• 5.3Active Learning★★
• 5.4Reinforcement Learning★★★
• 5.5Inference in Graphical Models: Bayesian Networks★