Wichert A. Machine Learning. A Journey to Deep Learning 2021 torrent

Textbook in PDF format

This unique compendium discusses some core ideas for the development and implementation of machine learning from three different perspectives — the statistical perspective, the artificial neural network perspective and the deep learning methodology.The useful reference text represents a solid foundation in machine learning and should prepare readers to apply and understand machine learning algorithms as well as to invent new machine learning methods. It tells a story outgoing from a perceptron to deep learning highlighted with concrete examples, including exercises and answers for the students.
Introduction
Probability and Information
Linear Algebra and Optimization
Linear and Nonlinear Regression
Perceptron
Multilayer Perceptron
Learning Theory
Model Selection
Clustering
Radial Basis Networks
Support Vector Machines
Deep Learning
Convolutional Networks
Recurrent Networks
Autoencoders