Download Understanding Machine Learning tutorial, a complete eBook created by Shai Shalev-Shwartz and Shai Ben-David.
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms.
Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed by previous textbooks.
Table of contents
Size : | 2540.539 Kb |
File type : | |
Downloads: | 273 |
Created: | 2019-05-01 |
A Brief Introduction to Machine Learning for Engineers
Understanding Machine Learning
Download free course Enhanced Living Environments, pdf file on 339 pages by Ivan Ganchev, Nuno Garcia, Ciprian Dobre, Constandinos Mavromoustakis, Rossitza Goleva....
The Future of Software Quality AssuranceDownload free course The Future of Software Quality Assurance, pdf file on 272 pages by Stephan Goericke....
Arduino Programming NotebookA beginner's reference to the programming syntax of the Arduino microcontroller. Includes information on program structure, variables, datatypes, arithmetic, constants, flow control, and most of the common functions of the core library. Also includes an appendix with schematics and simple programs...
An Introduction to Matlab and MathcadDownload free course An Introduction to Matlab and Mathcad, pdf file on 136 pages by by Troy Siemers....
Pro Git, 2nd EditionPro Git (2nd Edition) is your fully-updated guide to Git and its usage in the modern world..., download free Git tutorial in PDF (456 pages) created by Scott Chacon ....
20 Awesome Uses for a Raspberry PiThis is a free Raspberry PI PDF tutorial in 22 chapters and 21 pages. This document aims to give students 20 awesome projects that you can use Raspberry PI....
Reinforcement Learning: An Introduction, Second EditionReinforcement Learning (RL), one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard...
A First Course on Time Series Analysis with SASThis book has been developed for a one-semester course usually attended by students in statistics, economics, business, engineering, and quantitative social sciences. A unique feature of this edition is its integration with the statistical software package SAS (Statistical Analysis System) computi...
XSLT Tutorial in PDFDownload XSLT Tutorial in PDF, free training document in 47 pages by Dan Olteanu....
The Complete FreeBSD: Documentation from the SourceThe Complete FreeBSD is an eminently practical guidebook that explains not only how to get a computer up and running with the FreeBSD operating system, but also how to turn it into a highly functional and secure server that can host large numbers of users and disks, support remote access, and prov...