Machine Learning Video Library

Machine Learning Video Library by Yaser Abu-Mostafa.

Snippets of lectures by Professor Abu-Mostafa listed by subject area and topics.

The main subject areas are:

  • Aggregation
  • Bayesian Learning
  • Bias-Variance Tradeoff
  • Bin Model
  • Data Snooping
  • Error Measures
  • Gradient Descent
  • Learning Curves
  • Learning Diagram
  • Learning Paradigms
  • Linear Classification
  • Linear Regression
  • Logistic Regression
  • Netflix Competition
  • Neural Networks
  • Nonlinear Transformation
  • Occam’s Razor
  • Overfitting
  • Radial Basis Functions
  • Regularization
  • Sampling Bias
  • Support Vector Machines
  • Validation
  • VC Dimension

The clips should come with a Warning that viewing any segment may result in you watching the video if not the entire class!

Just at random I watched Occam’s Razor, Definition and analysis.

A very lucid and entertaining lecture, complete a theoretical basis for a postal scam. 😉

In the segments, Professor Abu-Mostafa refers to other lectures and topics previously covered. That will have you thinking about watching the lectures in order.

May not be good substitutes for holiday favorites but are a pleasure to watch.

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