π Mathematics of Machine Learning
π¨π»βπ« Philipp Christian Petersen
π Table of Contents:
β Language of Machine Learning
β ML Mathematical Framework
β Rademacher Complexities
β Rademacher Complexities Applications
βThe Mysterious Machine
β Lower Bounds on Learning
β Model Selection
β Regression and Regularization
β Freezing Fritz
β Support Vector Machines
β Kernel Methods
β Nearest Neighbour
β Neural Networks
β Boosting
β Clustering
β Dimensionality Reduction
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