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Commodity Algorithms and Data Structures in C++: Simple and Useful by Dmytro Kedyk (Paperback / softback, 2016)

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Programmers use algorithms and data structures all the time, usually through numerous available APIs. A commodity algorithm is like a commodity in ecomics: correct, easy to understand, applicable to many problems, efficient, and free of intellectual property claims. This book covers commodity algorithms and data structures learned in an algorithms class and many that aren't, including statistical algorithms, external memory algorithms, numerical methods, optimization, string algorithms, and data compression. About a third of the book is devoted to machine learning. There is much more theory than in the rest of the book because in machine learning relevant theory is more practical than algorithms. New learning algorithms are proposed often, and it's easy to get lost without understanding how learning actually works. In particular, getting comfortable with the concept of estimation error substantially improves the ability to reason about statistical algorithms. Expect to learn something new in every chapter. Many topics appear only in specialized books and papers, including collections of random number generators and hash functions for various use cases, priority queues that allow random access for applications like Djikstra's shortest path algorithm, the simplex method for linear programming, efficient dictionaries for variable-length keys, Monte Carlo and bootstrap methods for statistical computing, top-performing learning algorithms such as random forest, etc. One of the goals of the book is answering all questions you might have had since taking an algorithms class. Algorithm descriptions have tested C++ code, illustrations, performance analysis, and suggestions for optimizations and extensions. Still, the book is advanced, requiring some algorithmic maturity. After working through it, you will kw more about algorithms and machine learning than before, even if you are already an expert. This is the book the author wishes he had when he started studying algorithms.

Product Identifiers

Publisher
Createspace Independent Publishing Platform
ISBN-10
1519572646
ISBN-13
9781519572646
eBay Product ID (ePID)
222497503

Product Key Features

Author
Dmytro Kedyk
Format
Paperback / Softback, Trade Paperback (US) ,Unsewn / Adhesive Bound
Language
English
Subject
Computing: Professional & Programming
Type
Textbook

Additional Product Features

Content Note
Black & White Illustrations
Date of Publication
20/04/2016
Country of Publication
United States

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Commodity Algorithms and Data Structures in C++: Simple and Useful by Dmytro Kedyk (Paperback / softback, 2016)

About this product

Product Information

Product Identifiers

Product Key Features

Additional Product Features

Best Selling in Adult Learning & University

Polyvagal Exercises for Safety and Connection: 50 Client-Centered Practices by Deb Dana (Paperback, 2020)

Save on Adult Learning & University

Ford Falcon EF, EL/Fairlane NF, NL/LTD DF, DL 1994-1998 Haynes Workshop Manual

Netter Atlas of Human Anatomy: Classic Regional Approach

Michael Price Nick Vandome Windows 11 for Seniors in easy steps (Paperback)

BORN IN 1971?... 1951?BIRTHDAY...Australian Social History....Chrisi, Birthdays

Dr. Robert Melillo Disconnected Kids - Revised and Updated (Paperback)

NEW The Demon-Haunted World By Carl Sagan Paperback Free Shipping

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