Understanding Machine Learning From Theory to Algorithms

Download Now


Understanding Machine Learning: From Theory to Algorithms by Shai Shalev-Shwartz and Shai Ben-David
English | 2014 | ISBN: 1107057132 | 424 pages | PDF | 3 MB

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. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for an advanced undergraduate or beginning graduate course, the text makes the fundamentals and algorithms of machine learning accessible to students and non-expert readers in statistics, computer science, mathematics, and engineering.


Links are Interchangeable - No Password
Direct Download

Tags: Algorithms, Theory, Machine, Learning, Understanding
Liv And Holden Fanfiction | Free Nigeria Movies | Free Mac Downloads Lucius | Exgf Gone Bad Free Passwords | Instalando Adobe Premierecs Family | Rex Pak Latin Caribbean Grooves Torrentes | Free Micrografx Picture Publisher For Windows Bit Rk Rsxvvxl Plvxzmxrugvnxj | Public Notes Normal Version Login Rsadaftin Rk Rszrtjk | Ilona Irma Reallifecams | Registration Code For Iexplorer For Mac | Icam Campost V Torrent | Body Combat Song List Rk | Dle Image Begin I Fastpic Ru Big f | Vray For Rhino Crack | Andrea C Metart Video | Batman Arkham City Dlc V Updated Engruslossless Repack By Rg Catalyst | Public Notes Normal Version Login Rsadadqgxj Kfy Rk Rsaj | Bon Jovi Because We Can Full Album Torrents | Download Wedel And Vinne Theme Son | Life Selector Usernames And Passwords

Understanding Machine Learning From Theory to Algorithms Download via Hotfile Rapidshare Fileserve Megaupload & FileSonic, Understanding Machine Learning From Theory to Algorithms free torrent downloads included crack, serial, keygen.

Add comments

Your Name:
Your E-Mail:

Security Code:
Include security image CAPCHA.
update code
Insert Code: