Introduction to Machine Learning (Amnon Shashua)

 
0.0 (0)
Introduction to Machine Learning (Amnon Shashua)

By the time you finish reading this book, you will know more than most people about the machine learning concepts that underlie these technologies, and be prepared to begin creating your own applications.

It includes spectral and algebraic approaches (PCA, LDA, CCA, Clustering), statistical inference (Bayes, EM, ML/MaxEnt duality), and PAC learning (the Formal model, VC dimension, Double Sampling theorem).

Ebook Details

Author(s)
Published
Published Date / Year
(Fall, 2008), and arXiv.org
eBook Format
PDF
Language
English

Similar Programming & Computer Books

Strategic Foundations of General Equilibrium: Dynamic Matching and Bargaining Games (Douglas Gale)
Since Adam Smith's day, the theory of competition has played a significant role in economic study. This book, published by one of the most eminent modern economic theorists, details...
The Pure Logic Of Choice (Richard D. Fuerle)
A broad theory of economics based on free will is presented in this free programming book. The assumption that humans have free will and the ability to alter physical...
Portfolio Theory and Financial Analyses (Robert Alan Hill)
Whether they involve calculating the return on a portfolio, analyzing portfolio risk, or assessing the effectiveness of the portfolio management process, this free programming book links each of the...
Price Theory: An Intermediate Text (David D. Friedman)
In order to help the reader grasp the economic way of thinking, the author first gives verbal, intuitive explanations of the topics before using graphs and/or calculus to illustrate...
Mathematical Models in Portfolio Analysis (Farida Kachapova)
This free programming book presents the mathematical theory of portfolio modeling in financial mathematics as a coherent whole, with justifications for each step. ...
Handbook of Digital Face Manipulation and Detection: From DeepFakes to Morphing Attacks (Christian Rathgeb, et al)
The first thorough compilation of research on the popular subject of digital face alteration, including DeepFakes, Face Morphing, and Reenactment, is offered in this open access book. ...
Prolog and Natural-Language Analysis (Fernando Pereira, et al)
This free programming book offers an accessible and useful introduction to logic programming and the logic-programming language Prolog, which may be used to create the fundamental elements of natural...
NLP - Skills for Learning (Peter Freeth)
This free programming book explores how NLP (Neuro Linguistic Programming) is used in training, education, and instruction. It serves as both an introduction to NLP and a book about...
Natural Language Processing with Python – Analyzing Text with the Natural Language Toolkit (Steven Bird, et al)
The Natural Language Toolkit (NLTK) book is updated for Python 3 and NLTK 3 in this online edition from 2015.  
Biomimetics: Learning from Nature (Amitava Mukherjee)
This free programming book introduces us to the fascinating field of biomimetics and explores the numerous fields in which it is used. The 25 chapters in this book provide...

User reviews

There are no user reviews for this listing.
Ratings
Rate this Book
Comments