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Updated to emphasize new features in Spark 2.4., this second edition shows data engineers and scientists why structure and unification in Spark matters. Specifically, this book explains how to perform simple and complex data analytics and employ machine-learning algorithms.
Machine learning is an intimidating subject until you know the fundamentals. If you understand basic coding concepts, this introductory guide will help you gain a solid foundation in machine learning principles.
Network science is one of the fastest growing areas in science and business. This classroom-tested, self-contained book is designed for master's-level courses... Læs mere
The first elementary exposition of core ideas of complexity theory for convex optimization, this book explores optimal methods and lower complexity bounds for smooth and non-smooth convex optimization. Also covers polynomial-time interior-point methods.
This book presents the five main principles of algorithm design: divide and conquer, greedy algorithms, thinning, dynamic programming, and exhaustive search. It serves... Læs mere
Algorithmic puzzles are puzzles involving well-defined procedures for solving problems. This book will provide an enjoyable and accessible introduction to algorithmic puzzles that will develop the reader's algorithmic thinking.
These detailed solutions will enable readers to follow the author’s steps to solve problems and to gain a better understanding of the contents.Although details... Læs mere
From a winner of the ACM/SIGCSE Award, this introduction to concurrency takes into account the importance of concurrency constructs in programming... Læs mere
Presents basic tools from probability theory used in algorithmic applications, with concrete examples. This book should prove invaluable as a reference for researchers and professional programmers, as well as for students.
If you’re a student studying computer science or a software developer preparing for technical interviews, this practical book will help you learn and review some of the most... Læs mere