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Theory of generalization how an infinite model can learn from a finite sample. Machine learning is a fast growing, rapidly advancing field that touches nearly everyone's lives. Regularization putting the brakes on fitting noise.
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The most important theoretical result in machine learning. Machine learning tutorial caltech lecture 6 theory of generalization. Augmented error weight decay.
The learning problem introduction. Lecture 1 18 caltech's m. What makes a learning model able to generalize.