Machine Learning: The Complete Guide
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 books.
This book blends the foundational theories of machine learning with the practical realities of building tools for everyday data analysis. You'll use the flexible programming languages to build programs that implement algorithms for data classification, forecasting, recommendations, and higher-level features like summarization and simplification.
| Pages : | /Paperback N/A |
| Size : | HTML |
| File type : | |
| Downloads: | 54 |
| Created: | 2020-08-29 |
| License: | Creative Commons Attribution-ShareAlike 3.0 Unported License |
| Author(s): | Wikipedia Contributors |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others Machine learning Tutorials
A Brief Introduction to Machine Learning for Engineers
Understanding Machine Learning: From Theory to Algorithms
Understanding Machine Learning
Interpretable Machine Learning
Interpretable Machine Learning: A Guide for Making Black Box Models Explainable
Others related eBooks about Machine Learning: The Complete Guide
Applied Psychology: On The Driving Power Of Thought And The Habits You Must Attain for Unbounded Personal and Business SuccessThis book is a classic psychology essay that explains why a successful business man in his eighties still wakes up early and reads the papers. It is a matter of developing good habits that makes people successful. This book will teach you how to develop the habits that lead to success....
Don't Just Roll the DiceDownload free course Don't Just Roll the Dice, pdf file on 74 pages by Neil Davidson....
Bash Notes for ProfessionalsDownload free course Bash Notes for Professionals, pdf file on 204 pages by by Stack Overflow Community....
Tutorials of Visual Graphic Communication Programs for Interior DesignDownload free course Tutorials of Visual Graphic Communication Programs for Interior Design, pdf file on 314 pages by Yongyeon Cho....
Practical Data AnalysisPlenty of small businesses face big amounts of data but lack the internal skills to suppor..., download free Data Analysis tutorial in PDF (360 pages) created by Hector Cuesta ....
Software & Hardware CollideDownload free course Software & Hardware Collide, pdf file on 80 pages by Jon Bruner, Glen Martin, Matthew Gast, Tim O'Reilly, Kipp Bradford, Jim Stogdill, Andy Fitzgerald....
Operating Systems and MiddlewareDownload free course Operating Systems and Middleware, pdf file on 559 pages by Max Hailperin....
Think OCamlDownload free course Think OCaml, pdf file on 142 pages by Allen Downey, Nicholas Monje....
Getting Started with InnerSourceDownload free course Getting Started with InnerSource, pdf file on 22 pages by Andy Oram....
Programming for Computations - MATLAB/Octave: A Gentle Introduction to Numerical Simulations with MATLAB/OctaveThis book presents computer programming as a key method for solving mathematical problems using MATLAB and Octave. There are two versions of the book, one for MATLAB and one for Python. The book was inspired by the Springer book TCSE 6: A Primer on Scientific Programming with Python (by Langtangen...