Basketball Data Science

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Basketball Data Science

Author : Paola Zuccolotto
Publisher : CRC Press
ISBN 13 : 0429894260
Total Pages : 219 pages
Book Rating : 4.4/5 (298 download)

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Book Synopsis Basketball Data Science by : Paola Zuccolotto

Download or read book Basketball Data Science written by Paola Zuccolotto and published by CRC Press. This book was released on 2020-01-03 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using data from one season of NBA games, Basketball Data Science: With Applications in R is the perfect book for anyone interested in learning and applying data analytics in basketball. Whether assessing the spatial performance of an MBA player’s shots or doing an analysis of the impact of high pressure game situations on the probability of scoring, this book discusses a variety of case studies and hands-on examples using a custom R package. The codes are supplied so readers can reproduce the analyses themselves or create their own. Assuming a basic statistical knowledge, Basketball Data Science with R is suitable for students, technicians, coaches, data analysts and applied researchers. Features: · One of the first books to provide statistical and data mining methods for the growing field of analytics in basketball. · Presents tools for modelling graphs and figures to visualize the data. · Includes real world case studies and examples, such as estimations of scoring probability using the Golden State Warriors as a test case. · Provides the source code and data so readers can do their own analyses on NBA teams and players.

Basketball on Paper

Author : Dean Oliver
Publisher : U of Nebraska Press
ISBN 13 : 164012389X
Total Pages : 403 pages
Book Rating : 4.6/5 (41 download)

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Book Synopsis Basketball on Paper by : Dean Oliver

Download or read book Basketball on Paper written by Dean Oliver and published by U of Nebraska Press. This book was released on 2020-02-15 with total page 403 pages. Available in PDF, EPUB and Kindle. Book excerpt: Journey "inside the numbers" for an exceptional set of statistical tools and rules that can help explain the winning, or losing, ways of a basketball team. Basketball on Paper doesn't diagram plays or explain how players get in shape, but instead demonstrates how to interpret player and team performance. Dean Oliver highlights general strategies for teams when they're winning or losing and what aspects should be the focus in either situation. He describes and quantifies the jobs of team leaders and role players, then discusses the interactions between players and how to achieve the best fit. Oliver conceptualizes the meaning of teamwork and how to quantify the value of different types of players working together. He examines historically successful NBA teams and identifies what made them so successful: individual talent, a system of putting players together, or good coaching. Oliver then uses these statistical tools and case studies to evaluate the best players in history, such as Magic Johnson, Wilt Chamberlain, Bill Russell, and Charles Barkley and how they contributed to their teams' success. He does the same for some of the NBA's "oddball" players-Manute Bol, Muggsy Bogues, and Dennis Rodman and for the WNBA's top players. Basketball on Paper is unique in its incorporation of business and analytical concepts within the context of basketball to measure the value of players in a cooperative setting. Whether you're looking for strategies or new ideas to throw out while watching the ballgame at a sports bar, Dean Oliver'sBasketball on Paper will give you amazing new insights into teamwork, coaching, and success.

The Science of Basketball

Author : Alexandru Radu
Publisher : Routledge
ISBN 13 : 1351789716
Total Pages : 190 pages
Book Rating : 4.3/5 (517 download)

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Book Synopsis The Science of Basketball by : Alexandru Radu

Download or read book The Science of Basketball written by Alexandru Radu and published by Routledge. This book was released on 2018-08-15 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Science of Basketball is the only book to examine the scientific principles underpinning preparation and performance in basketball, applied to both individual and team contexts. Drawing on the very latest scientific evidence, and including contributions from leading international coaches and scientists involved in the sport, the book explores every aspect of physical and mental preparation and performance, including: strength and conditioning, and training strategies physiological aspects of performance nutrition and supplementation psychological preparation skill acquisition biomechanical aspects of performance performance analysis injury epidemiology, prevention and rehabilitation coach education Incorporating case studies at the end of each chapter to demonstrate how scientific principles can be applied to practice, the book bridges the gap between theory and applied practice in basketball better than any other. It is essential reading for any student, researcher, sport scientist, coach, physiotherapist or clinician with an interest in the game, and illuminative supplementary reading for students of sport science and sports coaching.

Sports Analytics and Data Science

Author : Thomas W. Miller
Publisher : FT Press
ISBN 13 : 0133887413
Total Pages : 576 pages
Book Rating : 4.1/5 (338 download)

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Book Synopsis Sports Analytics and Data Science by : Thomas W. Miller

Download or read book Sports Analytics and Data Science written by Thomas W. Miller and published by FT Press. This book was released on 2015-11-18 with total page 576 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the eBook of the printed book and may not include any media, website access codes, or print supplements that may come packaged with the bound book. This up-to-the-minute reference will help you master all three facets of sports analytics — and use it to win! Sports Analytics and Data Science is the most accessible and practical guide to sports analytics for everyone who cares about winning and everyone who is interested in data science. You’ll discover how successful sports analytics blends business and sports savvy, modern information technology, and sophisticated modeling techniques. You’ll master the discipline through realistic sports vignettes and intuitive data visualizations–not complex math. Every chapter focuses on one key sports analytics application. Miller guides you through assessing players and teams, predicting scores and making game-day decisions, crafting brands and marketing messages, increasing revenue and profitability, and much more. Step by step, you’ll learn how analysts transform raw data and analytical models into wins: both on the field and in any sports business.

Basketball Analytics

Author : Stephen M. Shea
Publisher : Createspace Independent Publishing Platform
ISBN 13 : 9781492923176
Total Pages : 0 pages
Book Rating : 4.9/5 (231 download)

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Book Synopsis Basketball Analytics by : Stephen M. Shea

Download or read book Basketball Analytics written by Stephen M. Shea and published by Createspace Independent Publishing Platform. This book was released on 2013 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Basketball Analytics is a must-read for any sports analytics enthusiast or student of the game of basketball. Authors Stephen Shea, Ph.D. (Professor of Mathematics) and Christopher Baker (Software Engineer) utilize their unique skill-set to introduce original metrics for analyzing player performance, team style and team construction in the NBA. While demonstrating an awareness of the industry's best ideas, the authors present original, objective and efficient strategies for understanding how teams win. New player performance statistics include Offensive Efficiency (OE), Efficient Offensive Production (EOP), Defensive Stops Gained (DSG), and Approximate Value (AV). OE reflects a player's ability to make the most fundamental offensive decisions. EOP adjusts a player's points and assists based on his efficiency. DSG gives a complete measure of a player's defensive contributions, without relying on individual player statistics like blocks and steals. AV is a measure of total player performance that rivals any publicly available statistic. Basketball Analytics introduces groundbreaking metrics on player involvement in the offense. Point, Rebound and Assist Balance aggregate player usage in these critical statistics. New studies on the NBA show whether teams should strive for balance or unbalance. An NBA draft pick value study determines the average value of each pick and the likelihood of landing a star or role player with each draft position. The results of this study are used to discuss topics including the biggest draft blunders and steals, the draft success of each NBA team, and the quality of each draft class dating back to 1977. This valuable understanding of the NBA Draft creates a foundation for discussing various approaches to team development and construction. Additionally, the authors discuss redefining the positions on the court, unpredictability in the game, data visualization, and applications of spatial tracking technology. There are many intensely debated questions surrounding the NBA today. Who are the most valuable players, and how do they compare to past greats? Which players have the greatest impact on their team's defense? Should Kobe Bryant be concerned with getting his teammates involved in the offense? How do offenses differ in the clutch, and which players thrive in these situations? How difficult is it for a team to rebuild through the draft? Basketball Analytics introduces new statistics and new concepts to explore these questions and more.

Pragmatic AI

Author : Noah Gift
Publisher : Addison-Wesley Professional
ISBN 13 : 0134863917
Total Pages : 720 pages
Book Rating : 4.1/5 (348 download)

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Book Synopsis Pragmatic AI by : Noah Gift

Download or read book Pragmatic AI written by Noah Gift and published by Addison-Wesley Professional. This book was released on 2018-07-12 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master Powerful Off-the-Shelf Business Solutions for AI and Machine Learning Pragmatic AI will help you solve real-world problems with contemporary machine learning, artificial intelligence, and cloud computing tools. Noah Gift demystifies all the concepts and tools you need to get results—even if you don’t have a strong background in math or data science. Gift illuminates powerful off-the-shelf cloud offerings from Amazon, Google, and Microsoft, and demonstrates proven techniques using the Python data science ecosystem. His workflows and examples help you streamline and simplify every step, from deployment to production, and build exceptionally scalable solutions. As you learn how machine language (ML) solutions work, you’ll gain a more intuitive understanding of what you can achieve with them and how to maximize their value. Building on these fundamentals, you’ll walk step-by-step through building cloud-based AI/ML applications to address realistic issues in sports marketing, project management, product pricing, real estate, and beyond. Whether you’re a business professional, decision-maker, student, or programmer, Gift’s expert guidance and wide-ranging case studies will prepare you to solve data science problems in virtually any environment. Get and configure all the tools you’ll need Quickly review all the Python you need to start building machine learning applications Master the AI and ML toolchain and project lifecycle Work with Python data science tools such as IPython, Pandas, Numpy, Juypter Notebook, and Sklearn Incorporate a pragmatic feedback loop that continually improves the efficiency of your workflows and systems Develop cloud AI solutions with Google Cloud Platform, including TPU, Colaboratory, and Datalab services Define Amazon Web Services cloud AI workflows, including spot instances, code pipelines, boto, and more Work with Microsoft Azure AI APIs Walk through building six real-world AI applications, from start to finish Register your book for convenient access to downloads, updates, and/or corrections as they become available. See inside book for details.

Sprawlball

Author : Kirk Goldsberry
Publisher : Mariner Books
ISBN 13 : 1328767515
Total Pages : 257 pages
Book Rating : 4.3/5 (287 download)

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Book Synopsis Sprawlball by : Kirk Goldsberry

Download or read book Sprawlball written by Kirk Goldsberry and published by Mariner Books. This book was released on 2019 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Beautifully illustrated and sharply written, SprawlBall is both a celebration and a critique of the 3-point shot. If you want to understand how the modern NBA came to be, you'll need to read this book." --Nate Silver, editor of fivethirtyeight.com From the leading expert in the exploding field of basketball analytics, a stunning infographic decoding of the modern NBA: who shoots where, and how. The field of basketball analytics has leaped to overdrive thanks to Kirk Goldsberry, whose visual maps of players, teams, and positions have helped teams understand who really is the most valuable player at any position. SprawlBall combines stunning visuals, in-depth analysis, fun, behind-the-scenes stories and gee-whiz facts to chart a modern revolution. From the introduction of the 3-point line to today, the game has changed drastically . . . Now, players like Steph Curry and Draymond Green are leading the charge. In chapters like "The Geography of the NBA," "The Interior Minister (Lebron James)," "The Evolution of Steph Curry," and "The Investor (James Harden)," Goldsberry explains why today's on-court product--with its emphasis on shooting, passing, and spacing--has never been prettier or more democratic. And it's never been more popular. For fans of Bill Simmons and FreeDarko, SprawlBall is a bold new vision of the game, presenting an innovative, cutting-edge look at the sport based on the latest research, as well as a visual and infographic feast for fans.

Basketball Analytics

Author : Stephen M. Shea
Publisher :
ISBN 13 : 9781503236271
Total Pages : 0 pages
Book Rating : 4.2/5 (362 download)

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Book Synopsis Basketball Analytics by : Stephen M. Shea

Download or read book Basketball Analytics written by Stephen M. Shea and published by . This book was released on 2014-12-07 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Equipped with new spatial tracking data collected by SportVU and others, Basketball Analytics investigates game strategy, player evaluation, player types, and prospect potential. Author Stephen Shea, Ph.D. introduces new measures of a player's scoring and playmaking efficiency, quantifies the spacing in an offense and the stretch of a defense, and demonstrates several ways in which the NBA game has changed over the years. He also reveals the full methodology behind popular topics from the blog, BasketballAnalyticsBook.com, such as the College Prospect Rating System and the periodic tables of NBA elements. The author presents a modern viewpoint on basketball analytics' most fundamental principles and demonstrates the power of the industry's latest statistical breakthroughs. Basketball Analytics is a must-read for any sports analytics enthusiast.

Basketball

Author : Suzanne Slade
Publisher : Capstone
ISBN 13 : 1429640219
Total Pages : 50 pages
Book Rating : 4.4/5 (296 download)

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Book Synopsis Basketball by : Suzanne Slade

Download or read book Basketball written by Suzanne Slade and published by Capstone. This book was released on 2010 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt: Describes the science behind the sport of basketball, including offense, defense, arenas, and trick plays.

Basketball Sports Medicine and Science

Author : Lior Laver
Publisher : Springer Nature
ISBN 13 : 3662610701
Total Pages : 1018 pages
Book Rating : 4.6/5 (626 download)

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Book Synopsis Basketball Sports Medicine and Science by : Lior Laver

Download or read book Basketball Sports Medicine and Science written by Lior Laver and published by Springer Nature. This book was released on 2020-10-05 with total page 1018 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is designed as a comprehensive educational resource not only for basketball medical caregivers and scientists but for all basketball personnel. Written by a multidisciplinary team of leading experts in their fields, it provides information and guidance on injury prevention, injury management, and rehabilitation for physicians, physical therapists, athletic trainers, rehabilitation specialists, conditioning trainers, and coaches. All commonly encountered injuries and a variety of situations and scenarios specific to basketball are covered with the aid of more than 200 color photos and illustrations. Basketball Sports Medicine and Science is published in collaboration with ESSKA and will represent a superb, comprehensive educational resource. It is further hoped that the book will serve as a link between the different disciplines and modalities involved in basketball care, creating a common language and improving communication within the team staff and environment.

Basketball

Author : Diane Yancey
Publisher : Greenhaven Publishing LLC
ISBN 13 : 1420506374
Total Pages : 112 pages
Book Rating : 4.4/5 (25 download)

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Book Synopsis Basketball by : Diane Yancey

Download or read book Basketball written by Diane Yancey and published by Greenhaven Publishing LLC. This book was released on 2011-02-23 with total page 112 pages. Available in PDF, EPUB and Kindle. Book excerpt: From peach baskets to the playoffs, author Diane Yancey gives your readers the full breadth of basketball. She engagingly presents the origins, history and changes, and the biomechanics and physiology of playing and movement. Readers will learn about related health and medical concerns, and the causes and treatment of sports-related injuries.

Probability and Statistics for Data Science

Author : Norman Matloff
Publisher : CRC Press
ISBN 13 : 0429687117
Total Pages : 295 pages
Book Rating : 4.4/5 (296 download)

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Book Synopsis Probability and Statistics for Data Science by : Norman Matloff

Download or read book Probability and Statistics for Data Science written by Norman Matloff and published by CRC Press. This book was released on 2019-06-21 with total page 295 pages. Available in PDF, EPUB and Kindle. Book excerpt: Probability and Statistics for Data Science: Math + R + Data covers "math stat"—distributions, expected value, estimation etc.—but takes the phrase "Data Science" in the title quite seriously: * Real datasets are used extensively. * All data analysis is supported by R coding. * Includes many Data Science applications, such as PCA, mixture distributions, random graph models, Hidden Markov models, linear and logistic regression, and neural networks. * Leads the student to think critically about the "how" and "why" of statistics, and to "see the big picture." * Not "theorem/proof"-oriented, but concepts and models are stated in a mathematically precise manner. Prerequisites are calculus, some matrix algebra, and some experience in programming. Norman Matloff is a professor of computer science at the University of California, Davis, and was formerly a statistics professor there. He is on the editorial boards of the Journal of Statistical Software and The R Journal. His book Statistical Regression and Classification: From Linear Models to Machine Learning was the recipient of the Ziegel Award for the best book reviewed in Technometrics in 2017. He is a recipient of his university's Distinguished Teaching Award.

The Handbook of Sports Medicine and Science

Author : Douglas B. McKeag
Publisher : John Wiley & Sons
ISBN 13 : 0470693118
Total Pages : 243 pages
Book Rating : 4.4/5 (76 download)

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Book Synopsis The Handbook of Sports Medicine and Science by : Douglas B. McKeag

Download or read book The Handbook of Sports Medicine and Science written by Douglas B. McKeag and published by John Wiley & Sons. This book was released on 2008-04-30 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: Basketball covers the epidemiology of basketball injury, the physiological demands of basketball, preventive medicine, pre-participation examination and special considerations to be given to the young basketball player, and finally looks at the 'special' basketball player -- diabetics, asthmatics, epileptics, etc.

Basketball Data Science

Author : Paola Zuccolotto
Publisher : CRC Press
ISBN 13 : 0429894252
Total Pages : 205 pages
Book Rating : 4.4/5 (298 download)

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Book Synopsis Basketball Data Science by : Paola Zuccolotto

Download or read book Basketball Data Science written by Paola Zuccolotto and published by CRC Press. This book was released on 2020-01-03 with total page 205 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using data from one season of NBA games, Basketball Data Science: With Applications in R is the perfect book for anyone interested in learning and applying data analytics in basketball. Whether assessing the spatial performance of an MBA player’s shots or doing an analysis of the impact of high pressure game situations on the probability of scoring, this book discusses a variety of case studies and hands-on examples using a custom R package. The codes are supplied so readers can reproduce the analyses themselves or create their own. Assuming a basic statistical knowledge, Basketball Data Science with R is suitable for students, technicians, coaches, data analysts and applied researchers. Features: · One of the first books to provide statistical and data mining methods for the growing field of analytics in basketball. · Presents tools for modelling graphs and figures to visualize the data. · Includes real world case studies and examples, such as estimations of scoring probability using the Golden State Warriors as a test case. · Provides the source code and data so readers can do their own analyses on NBA teams and players.

Basketball Stats Vs Analytics

Author : John Philip
Publisher : Independently Published
ISBN 13 :
Total Pages : 38 pages
Book Rating : 4.5/5 (75 download)

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Book Synopsis Basketball Stats Vs Analytics by : John Philip

Download or read book Basketball Stats Vs Analytics written by John Philip and published by Independently Published. This book was released on 2021-05-20 with total page 38 pages. Available in PDF, EPUB and Kindle. Book excerpt: A quick and easy read to help you take your understanding of basketball to the next level. Basketball is one of the most popular sports in the world, yet most fans don't know much about the details of the game. Stats vs Analytics will provide an introduction to the world of analytics and provide insight into the story of the game that goes beyond the boxscore. Without overcomplicating the issues Basketball Stats vs Analytics will give you insight into the metrics of the modern game. Highly competitive teams in leagues all over the world rely on analytics to scout opponents and find talent. Get a brief introduction to why some players are highly valued, even though the standard boxscores may not show big numbers, learn what is the relationship between stats and analytics, gain more insight into the value of the players you like to watch and see how coaches and GMs use analytics to help them win. Learn the basics about: True Shooting Percentage (TS%) Effective Shooting Percentage (EFG%) Points Per Possession (PPP) Player Efficiency Rating (PER) Usage Rate or Percentage (USG%) Offensive Rating (ORtg) Offensive and Defensive Rebound Rate (ORB% and DRB%) Assist and Turnover Rate (AST% and TOV%) Steal and Block Rate Points Per 100 Possessions Offensive and Defensive Efficiency Basketball Stats vs Analytics: A Quick and Easy Beginners Guide to Basketball Analytics is a must read for anyone hoping to share in basketball conversations with astute friends and collegues. Or a great read for people new to the game that want to understand a little bit more of why things happen and what makes a team or player great. Scroll up and click on the "buy now" button to raise your understanding of the game of basketball!

Numbers Don't Lie

Author : Yago Colás
Publisher : U of Nebraska Press
ISBN 13 : 1496223462
Total Pages : 376 pages
Book Rating : 4.4/5 (962 download)

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Book Synopsis Numbers Don't Lie by : Yago Colás

Download or read book Numbers Don't Lie written by Yago Colás and published by U of Nebraska Press. This book was released on 2020-11 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: A typical NBA game can yield approximately 2,800 statistical events in thirty-two different categories. In Numbers Don’t Lie Yago Colás started with a simple question: How did basketball analytics get from counting one stat, the final score, to counting thousands? He discovered that what we call “basketball”—rules, equipment, fundamental skills, techniques, tactics, strategies—has changed dramatically since its invention and today encompasses many different forms of play, from backyards and rec leagues to the NBA Finals. Numbers Don’t Lie explores the power of data to tell stories about ourselves and the world around us. As advanced statistical methods and big-data technologies transform sports, we now have the power to count more things in greater detail than ever before. These numbers tell us about the past, present, and future that shape how basketball is played on the floor, decisions are made in front offices, and the sport is marketed and consumed. But what is the relationship between counting and what counts, between quantification and value? In Numbers Don’t Lie Colás offers a three-part history of counting in basketball. First, he recounts how big-data basketball emerged in the past twenty years, examines its current practices, and analyzes how it presents itself to the public. Colás then situates big data within the deeper social, cultural, and conceptual history of counting in basketball and beyond and proposes alternative frameworks of value with which we may take fuller stock of the impact of statistics on the sport. Ultimately, Colás challenges the putative objectivity of both quantification and academic writing by interweaving through this history a series of personal vignettes of life at the intersection of basketball, counting, and what counts.

Statistics Slam Dunk

Author : Gary Sutton
Publisher : Simon and Schuster
ISBN 13 : 1633438686
Total Pages : 670 pages
Book Rating : 4.6/5 (334 download)

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Book Synopsis Statistics Slam Dunk by : Gary Sutton

Download or read book Statistics Slam Dunk written by Gary Sutton and published by Simon and Schuster. This book was released on 2024-02-06 with total page 670 pages. Available in PDF, EPUB and Kindle. Book excerpt: Statistics Slam Dunk is an action-packed book that will help you build your skills in exploratory data analysis by digging into the fascinating world of NBA games and player stats using the R language. This textbook will upgrade your R data science skills by taking on practical analysis challenges based on NBA game and player data.