University

California Institute of Technology

Caltech, the California Institute of Technology, was founded in 1891 in Pasadena, California, and is one of the world's leading educators in science and engineering. Caltech offers top-ranked undergraduate and graduate programs in six academic divisions, including Biology, Chemistry and Chemical Engineering, and Engineering and Applied Science. It also operates off-campus facilities such as the Jet Propulsion Laboratory (JPL) and the Palomar and Keck Observatories. Caltech's faculty and alumni have received 32 Nobel Prizes, as well as 56 National Medals of Science.

1 Courses

16

Machine Learning

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California Institute of Technology

1 Courses

Machine Learning

The Learning Problem

Error and Noise

Training Versus Testing

Theory of Generalization

The VC Dimension

Bias-Variance Tradeoff

The Linear Model II

Neural Networks

Overfitting

Regularization

Validation

Support Vector Machines

Kernel Methods

Radial Basis Functions

Three Learning Principles

Epilogue