The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematica...

How to make customers feel good about doing what you want Learn how companies make us feel good about doing what they want. Approaching persuasive design from the dark side, this book melds psychology, marketing, and design concepts to show why we re susceptible to certain persuasive techniques. Packed with examples from every nook and cranny of the web, it provides easily digestible and applicable patterns for putting these design techniques to work.

Intermediate

Managing Information Security offers focused coverage of how to protect mission critical systems, and how to deploy security management systems, IT security, ID management, intrusion detection and prevention systems, computer forensics, network forensics, firewalls, penetration testing, vulnerability assessment, and more. It offers in-depth coverage of the current technology and practice as it relates to information security management solutions. Individual chapters are authored by leading ex...

The most up-to-date, comprehensive overview of e-commerce today. For courses in e-commerce. E-Commerce 2023: Business, Technology, Society, Global Edition is an in-depth, thought-provoking introduction to e-commerce focusing on key concepts and the latest empirical and financial data.

Hundreds of examples from companies such as Meta (R), TikTok (R), Netflix (R), YouTube (R), Walmart (R) and Amazon (R) illustrate how e-commerce is altering business practices and driving shifts in the global ec...

Learn how to use R to turn raw data into insight, knowledge, and understanding. This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible.

Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and m...

The second edition of this book has been fully updated to show how the DevOps way of working has continued to adapt to changing technologies. The ITIL processes which were an integral part of the DevOps world have been merged with the DevOps framework, reflecting the current emphasis on product models rather than viewing project and support models separately.

This book starts with the basics of digital transformation before exploring how this works in practice: that is, people, processes and...

Game Design Workshop puts you to work prototyping, playtesting, and revising your own games with time-tested methods and tools. These skills will provide the foundation for your career in any facet of the game industry including design, producing, programming, and visual design.

This book provides a clear and practical approach to understanding the essentials of storytelling. This book distills fundamental elements, principles, and structures, explicitly tailored for animators, game designers, VFX artists, and XR creators, so they can seamlessly integrate these concepts into their work.