Media Summary: Decision Trees, Occam's Razors Lecturer: Roni Rosenfeld Neural Networks 3 SGD, Network Topology Lecturer: Roni Rosenfeld Information Theory: Cross Entropy and Self Entropy Lecturer: Roni Rosenfeld
10 601 Machine Learning Fall - Detailed Analysis & Overview
Decision Trees, Occam's Razors Lecturer: Roni Rosenfeld Neural Networks 3 SGD, Network Topology Lecturer: Roni Rosenfeld Information Theory: Cross Entropy and Self Entropy Lecturer: Roni Rosenfeld Course Introduction; History of AI Lecturer: Roni Rosenfeld Max Margin Classifiers, MDL, Bayes Error, Reinforcement Decision Trees, Regularization, Overfitting Lecturer: Roni Rosenfeld
Subtleties of Naive Bayes HMM1 Lecturer: Roni Rosenfeld Information Theory: Mutual Information and Covariate Selection Lecturer: Roni Rosenfeld Linear Regression Lecturer: Roni Rosenfeld Neural Networks 2: Backpropagation Lecturer: Roni Rosenfeld