Foundations of Data Science PDF Download
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Author: Avrim Blum
Publisher: Cambridge University Press
ISBN: 1108617360
Category : Computers
Languages : en
Pages : 433
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Book Description
This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.
Author: Avrim Blum
Publisher: Cambridge University Press
ISBN: 1108617360
Category : Computers
Languages : en
Pages : 433
Get Book Here
Book Description
This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.
Author: Leslie Bilik-Thompson
Publisher:
ISBN:
Category : Cognition disorders
Languages : en
Pages :
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Book Description
Provides a comprehensive series of tasks and functional carryover activities allowing for integration of language and cognitive skills for neurologically-impaired adolescents and adults with diverse levels of functioning. Exercises cover a broad scope of skills including orientation, auditory comprehension, verbal expression, and reading comprehension.
Author: Richard Sutz
Publisher: John Wiley & Sons
ISBN: 0470550511
Category : Language Arts & Disciplines
Languages : en
Pages : 288
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Book Description
Learn to: Increase your reading speed and comprehension Use speed techniques for any type of reading material Improve your silent reading skills Recall more of what you read The fun and easy way® to become a more efficient, effective reader! Want to read faster — and recall more of what you read? This practical, hands-on guide gives you the techniques you need to increase your reading speed and retention, whether you're reading books, e-mails, magazines, or even technical journals! You'll find reading aids and plenty of exercises to help you read faster and better comprehend the text. Yes, you can speed read — discover the skills you need to read quickly and effectively, break your bad reading habits, and take in more text at a glance Focus on the fundamentals — widen your vision span and see how to increase your comprehension, retention, and recall Advance your speed-reading skills — read blocks of text, heighten your concentration, and follow an author's thought patterns Zero in on key points — skim, scan, and preread to quickly locate the information you want Expand your vocabulary — recognize the most common words and phrases to help you move through the text more quickly Open the book and find: Tried-and-true techniques from The Reader's Edge® program How to assess your current reading level Tools and exercises to improve your reading skills Speed-reading fundamentals you must know Helpful lists of prefixes, suffixes, roots, and prime words A speed-reading progress worksheet Exercises for eye health and expanded reading vision Tips for making your speed-reading skills permanent
Author: R. B. Whitaker
Publisher: RB Whitaker
ISBN: 0985580119
Category : Computers
Languages : en
Pages : 347
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Book Description
Author: Jeff Barnes
Publisher: Microsoft Press
ISBN: 073569818X
Category : Computers
Languages : en
Pages : 393
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Book Description
Microsoft Azure Essentials from Microsoft Press is a series of free ebooks designed to help you advance your technical skills with Microsoft Azure. This third ebook in the series introduces Microsoft Azure Machine Learning, a service that a developer can use to build predictive analytics models (using training datasets from a variety of data sources) and then easily deploy those models for consumption as cloud web services. The ebook presents an overview of modern data science theory and principles, the associated workflow, and then covers some of the more common machine learning algorithms in use today. It builds a variety of predictive analytics models using real world data, evaluates several different machine learning algorithms and modeling strategies, and then deploys the finished models as machine learning web services on Azure within a matter of minutes. The ebook also expands on a working Azure Machine Learning predictive model example to explore the types of client and server applications you can create to consume Azure Machine Learning web services. Watch Microsoft Press’s blog and Twitter (@MicrosoftPress) to learn about other free ebooks in the Microsoft Azure Essentials series.
Author:
Publisher:
ISBN:
Category :
Languages : en
Pages : 206
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Book Description
Backpacker brings the outdoors straight to the reader's doorstep, inspiring and enabling them to go more places and enjoy nature more often. The authority on active adventure, Backpacker is the world's first GPS-enabled magazine, and the only magazine whose editors personally test the hiking trails, camping gear, and survival tips they publish. Backpacker's Editors' Choice Awards, an industry honor recognizing design, feature and product innovation, has become the gold standard against which all other outdoor-industry awards are measured.
Author: David S. Bright
Publisher:
ISBN: 9781998109166
Category :
Languages : en
Pages : 0
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Book Description
Black & white print. Principles of Management is designed to meet the scope and sequence requirements of the introductory course on management. This is a traditional approach to management using the leading, planning, organizing, and controlling approach. Management is a broad business discipline, and the Principles of Management course covers many management areas such as human resource management and strategic management, as well as behavioral areas such as motivation. No one individual can be an expert in all areas of management, so an additional benefit of this text is that specialists in a variety of areas have authored individual chapters.
Author: Georgios N. Yannakakis
Publisher: Springer
ISBN: 3319635190
Category : Computers
Languages : en
Pages : 350
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Book Description
This is the first textbook dedicated to explaining how artificial intelligence (AI) techniques can be used in and for games. After introductory chapters that explain the background and key techniques in AI and games, the authors explain how to use AI to play games, to generate content for games and to model players. The book will be suitable for undergraduate and graduate courses in games, artificial intelligence, design, human-computer interaction, and computational intelligence, and also for self-study by industrial game developers and practitioners. The authors have developed a website (http://www.gameaibook.org) that complements the material covered in the book with up-to-date exercises, lecture slides and reading.
Author:
Publisher:
ISBN:
Category :
Languages : en
Pages : 206
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Book Description
Backpacker brings the outdoors straight to the reader's doorstep, inspiring and enabling them to go more places and enjoy nature more often. The authority on active adventure, Backpacker is the world's first GPS-enabled magazine, and the only magazine whose editors personally test the hiking trails, camping gear, and survival tips they publish. Backpacker's Editors' Choice Awards, an industry honor recognizing design, feature and product innovation, has become the gold standard against which all other outdoor-industry awards are measured.
Author: Robert Bork
Publisher:
ISBN: 9781736089712
Category :
Languages : en
Pages : 536
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Book Description
The most important book on antitrust ever written. It shows how antitrust suits adversely affect the consumer by encouraging a costly form of protection for inefficient and uncompetitive small businesses.
