**Foundations of Machine Learning**

by M. Mohri, A. Rostamizadeh, A. Talwalkar

**Publisher**: The MIT Press 2018**ISBN-13**: 9780262039406**Number of pages**: 504

**Description**:

This book is a general introduction to machine learning that can serve as a textbook for graduate students and a reference for researchers. It covers fundamental modern topics in machine learning while providing the theoretical basis and conceptual tools needed for the discussion and justification of algorithms. It also describes several key aspects of the application of these algorithms.

Download or read it online for free here:

**Read online**

(online reading)

## Similar books

**Inductive Logic Programming: Theory and Methods**

by

**Stephen Muggleton, Luc de Raedt**-

**ScienceDirect**

Inductive Logic Programming is a new discipline which investigates the inductive construction of first-order clausal theories from examples and background knowledge. The authors survey the most important theories and methods of this new field.

(

**28328**views)

**A Brief Introduction to Machine Learning for Engineers**

by

**Osvaldo Simeone**-

**arXiv.org**

This monograph provides the starting point to the literature that every engineer new to machine learning needs. It offers a basic and compact reference that describes key ideas and principles in simple terms and within a unified treatment.

(

**2419**views)

**Learning Deep Architectures for AI**

by

**Yoshua Bengio**-

**Now Publishers**

This book discusses the principles of learning algorithms for deep architectures, in particular those exploiting as building blocks unsupervised learning of single-layer models such as Restricted Boltzmann Machines, used to construct deeper models.

(

**4080**views)

**Introduction to Machine Learning**

by

**Alex Smola, S.V.N. Vishwanathan**-

**Cambridge University Press**

Over the past two decades Machine Learning has become one of the mainstays of information technology and a rather central part of our life. Smart data analysis will become even more pervasive as a necessary ingredient for technological progress.

(

**5175**views)