Machine Learning, Animated

Machine Learning, Animated

Author: Mark Liu

Publisher: CRC Press

Published: 2023-10-30

Total Pages: 465

ISBN-13: 1000964779

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The release of ChatGPT has kicked off an arms race in Machine Learning (ML), however ML has also been described as a black box and very hard to understand. Machine Learning, Animated eases you into basic ML concepts and summarizes the learning process in three words: initialize, adjust and repeat. This is illustrated step by step with animation to show how machines learn: from initial parameter values to adjusting each step, to the final converged parameters and predictions. This book teaches readers to create their own neural networks with dense and convolutional layers, and use them to make binary and multi-category classifications. Readers will learn how to build deep learning game strategies and combine this with reinforcement learning, witnessing AI achieve super-human performance in Atari games such as Breakout, Space Invaders, Seaquest and Beam Rider. Written in a clear and concise style, illustrated with animations and images, this book is particularly appealing to readers with no background in computer science, mathematics or statistics. Access the book's repository at: https://github.com/markhliu/MLA


The Thick Blue Line

The Thick Blue Line

Author: Bob Martin

Publisher:

Published: 2004-08-05

Total Pages: 474

ISBN-13: 9781411610729

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The investigation into the murder of Officer David C. Douglass, member of the Lower Township Police Department, New Jersey. The investigative leads of this case were utilized by NYPD BLUE in one of the segments and nationally televised.


Computational Studies Of New Materials Ii: From Ultrafast Processes And Nanostructures To Optoelectronics, Energy Storage And Nanomedicine

Computational Studies Of New Materials Ii: From Ultrafast Processes And Nanostructures To Optoelectronics, Energy Storage And Nanomedicine

Author: Thomas F George

Publisher: World Scientific

Published: 2011-01-07

Total Pages: 540

ISBN-13: 9814466824

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Computational Studies of New Materials was published by World Scientific in 1999 and edited by Daniel Jelski and Thomas F George. Much has happened during the past decade. Advances have been made on the same materials discussed in the 1999 book, including fullerenes, polymers and nonlinear optical processes in materials, which are presented in this 2010 book. In addition, different materials and topics are comprehensively covered, including nanomedicine, hydrogen storage materials, ultrafast laser processes, magnetization and light-emitting diodes.


A New Era of Thought

A New Era of Thought

Author: Charles Howard Hinton

Publisher: DigiCat

Published: 2022-06-03

Total Pages: 151

ISBN-13:

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This non-fiction work was written in the 19th century by Charles Howard Hinton. The philosophical theme of the book focuses on exploring the fourth dimension and its implications on human thinking. The first part is a collection of philosophical and mathematical essays on the fourth dimension, while in the second part Hinton develops a system of colored cubes. These cubes serve as models to get a four-dimensional perception as a basis of four-dimensional thinking.


HTML & XHTML: The Definitive Guide

HTML & XHTML: The Definitive Guide

Author: Chuck Musciano

Publisher: "O'Reilly Media, Inc."

Published: 2006-10-17

Total Pages: 681

ISBN-13: 144939745X

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"...lucid, in-depth descriptions of the behavior of every HTML tag on every major browser and platform, plus enough dry humor to make the book a pleasure to read." --Edward Mendelson, PC Magazine "When they say 'definitive' they're not kidding." --Linda Roeder, About.com Put everthing you need to know about HTML & XHTML at your fingertips. For nearly a decade, hundreds of thousands of web developers have turned to HTML & XHTML: The Definitive Guide to master standards-based web development. Truly a definitive guide, the book combines a unique balance of tutorial material with a comprehensive reference that even the most experienced web professionals keep close at hand. From basic syntax and semantics to guidelines aimed at helping you develop your own distinctive style, this classic is all you need to become fluent in the language of web design. The new sixth edition guides you through every element of HTML and XHTML in detail, explaining how each element works and how it interacts with other elements. You'll also find detailed discussions of CSS (Cascading Style Sheets), which is intricately related to web page development. The most all-inclusive, up-to-date book on these languages available, this edition covers HTML 4.01, XHTML 1.0, and CSS2, with a preview of the upcoming XHTML2 and CSS3. Other topics include the newer initiatives in XHTML (XForms, XFrames, and modularization) and the essentials of XML for advanced readers. You'll learn how to: Use style sheets to control your document's appearance Work with programmatically generated HTML Create tables, both simple and complex Use frames to coordinate sets of documents Design and build interactive forms and dynamic documents Insert images, sound files, video, Java applets, and JavaScript programs Create documents that look good on a variety of browsers The authors apply a natural learning approach that uses straightforward language and plenty of examples. Throughout the book, they offer suggestions for style and composition to help you decide how to best use HTML and XHTML to accomplish a variety of tasks. You'll learn what works and what doesn't, and what makes sense to those who view your web pages and what might be confusing. Written for anyone who wants to learn the language of the Web--from casual users to the full-time design professionals--this is the single most important book on HTML and XHTML you can own. Bill Kennedy is chief technical officer of MobileRobots, Inc. When not hacking new HTML pages or writing about them, "Dr. Bill" (Ph.D. in biophysics from Loyola University of Chicago) is out promoting the company's line of mobile, autonomous robots that can be used for artificial intelligence, fuzzy logic research, and education. Chuck Musciano began his career as a compiler writer and crafter of tools at Harris Corporations' Advanced Technology Group and is now a manager of Unix Systems in Harris' Corporate Data Center.


Visual Knowledge Discovery and Machine Learning

Visual Knowledge Discovery and Machine Learning

Author: Boris Kovalerchuk

Publisher: Springer

Published: 2018-01-17

Total Pages: 332

ISBN-13: 3319730401

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This book combines the advantages of high-dimensional data visualization and machine learning in the context of identifying complex n-D data patterns. It vastly expands the class of reversible lossless 2-D and 3-D visualization methods, which preserve the n-D information. This class of visual representations, called the General Lines Coordinates (GLCs), is accompanied by a set of algorithms for n-D data classification, clustering, dimension reduction, and Pareto optimization. The mathematical and theoretical analyses and methodology of GLC are included, and the usefulness of this new approach is demonstrated in multiple case studies. These include the Challenger disaster, world hunger data, health monitoring, image processing, text classification, market forecasts for a currency exchange rate, computer-aided medical diagnostics, and others. As such, the book offers a unique resource for students, researchers, and practitioners in the emerging field of Data Science.