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.