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: | 280 |
Created: | 2019-05-01 |
Machine Learning for Cyber Physical Systems
Understanding Machine Learning
Download free course Made With Creative Commons, pdf file on 176 pages by Paul Stacey, Sarah Hinchliff Pearson....
Notes on Diffy Qs: Differential Equations for EngineersAn introductory course on differential equations aimed at engineers. The book covers first order ODEs, higher order linear ODEs, systems of ODEs, Fourier series and PDEs, eigenvalue problems, the Laplace transform, and power series methods. The book originated as class notes for Math 286 at the Univ...
The DSC BookDownload free course The DSC Book, pdf file on 12 pages by Don Jones, Steve Murawski....
How To Code in GoDownload free course How To Code in Go, pdf file on 447 pages by Mark Bates, Cory LaNou, Tim Raymond....
iOS Developer Notes for ProfessionalsDownload free course iOS Developer Notes for Professionals, pdf file on 893 pages by Stack Overflow Community....
Essential iOSThis book written to provide clear and concise explanation of topics for programmers both starting to learn the iOS programming as well as those diving in more complex topics. Most examples are linked to online playground that allows you to change the code and re-run it....
Exploring Cloud ComputingCloud Computing is enabling many trends in IT today: microservices, pay-as-you-go pricing,..., download free Cloud Computing tutorial in PDF (121 pages) created by ....
Open Source Systems: Towards Robust PracticesDownload free course Open Source Systems: Towards Robust Practices, pdf file on 225 pages by Federico Balaguer, Roberto Di Cosmo, Alejandra Garrido, Fabio Kon, Gregorio Robles, Stefano Zacchiroli....
LaTeX in 24 HoursDownload free course LaTeX in 24 Hours, pdf file on 309 pages by Dilip Datta....
Yet Another Introductory Number Theory Textbook (Cryptology Emphasis Version)This introductory number theory textbook has a particular emphasis on connections to cryptology. ...