Jan 6: The landscape of machine learning Slides
Jan 8: Nearest neighbor classification Slides
Jan 10: - contd. -
Jan 13: Statistical learning framework Slides
Jan 15: - contd. -
Jan 17: Linear regression Slides
Jan 20: - contd. -
Jan 22: Logistic regression Slides
Jan 27: No lecture
Jan 29: Convex Optimization Slides
Jan 31: - contd. -
Feb 3: - contd. -
Feb 5: - contd. -
Feb 7: - contd. -
Feb 10: - contd. -
Feb 12: Optimization and duality Slides Perceptron Slides
Feb 14: Support vector machine Slides
Feb 17: Holiday
Feb 19: Multiclass classification Slides
Feb 24: Decision tree Slides
Feb 26: Kernels I Slides
Feb 28: Kernels II Slides
Mar 2: Neural nets Slides
Mar 4: - contd. -
Mar 6: Generalization theory Slides