The nature of football continually changes, which means its analysis must also keep pace. This book is for students, thinkers, and theorists of the game.'Ted Hopkins - Carlton premiership player, author, and co-founder of Champion Data. Australian Rules football has been described as the most data-rich sport on Earth. Every time and everywhere an AFL side takes to the field, it is shadowed by an army of statisticians and number crunchers. The information they gather has become the sport's new language and currency. ABC journalist James Coventry, author of the acclaimed Time and Space, has joined forces with a group of razor-sharp analysts to decipher the data, and to use it to question some of football's long-held truisms. Do umpires really favour the home side? Has goal kicking accuracy deteriorated? Is Geelong the true master of the draft? Are blonds unfairly favoured in Brownlow medal voting? And are Victorians the most passionate fans? Through a blend of entertaining storytelling and expert analysis, this book will answer more questions about footy than you ever thought to ask. Praise for Time and Space:'Brilliant, masterful' - The Guardian'Arguably one of the most important books yet written on Australian Rules football.' - Inside History'Should find its way into the hands of every coach.' - AFL Record

    Several resources exist for individual pieces of this data science stack, but only with the Python Data Science Handbook do you get them all—IPython, NumPy, Pandas, Matplotlib, Scikit-Learn, and other related tools.Working scientists and data crunchers familiar with reading and writing Python code will find this comprehensive desk reference ideal for tackling day-to-day issues: manipulating, transforming, and cleaning data; visualizing different types of data; and using data to build statistical or machine learning models. Quite simply, this is the must-have reference for scientific computing in Python.With this handbook, you’ll learn how to use: * IPython and Jupyter: provide computational environments for data scientists using Python * NumPy: includes the ndarray for efficient storage and manipulation of dense data arrays in Python * Pandas: features the DataFrame for efficient storage and manipulation of labeled/columnar data in Python * Matplotlib: includes capabilities for a flexible range of data visualizations in Python * Scikit-Learn: for efficient and clean Python implementations of the most important and established machine learning algorithms

    Each major topic is organized into two chapters, beginning with basic concepts that provide necessary background for understanding each data mining technique, followed by more advanced concepts and algorithms.

    Emphasis is placed on understanding the crisp mathematical idea behind each algorithm, in a manner that is intuitive and rigorous without being unduly formal. Features include: The use of boxes to strengthen the narrative: pieces that provide historical context, descriptions of how the algorithms are used in practice, and excursions for the mathematically sophisticated.Carefully chosen advanced topics that can be skipped in a standard one-semester course, but can be covered in an advanced algorithms course or in a more leisurely two-semester sequence.An accessible treatment of linear programming introduces students to one of the greatest achievements in algorithms. An optional chapter on the quantum algorithm for factoring provides a unique peephole into this exciting topic. In addition to the text, DasGupta also offers a Solutions Manual, which is available on the Online Learning Center.Algorithms is an outstanding undergraduate text, equally informed by the historical roots and contemporary applications of its subject. Like a captivating novel, it is a joy to read. Tim Roughgarden Stanford University

    Beginning with the background and very nature of probability theory, the book then proceeds through sample spaces, combinatorial analysis, fluctuations in coin tossing and random walks, the combination of events, types of distributions, Markov chains, stochastic processes, and more. The book's comprehensive approach provides a complete view of theory along with enlightening examples along the way.

    Completely self-contained, heavily illustrated, and mathematically accessible, it has a scope of application that is not limited to the solution of specialized problems. Digital Image Fundamentals. Image Enhancement in the Spatial Domain. Image Enhancement in the Frequency Domain. Image Restoration. Color Image Processing. Wavelets and Multiresolution Processing. Image Compression. Morphological Image Processing. Image Segmentation. Representation and Description. Object Recognition.

    The realistic content of its examples and exercises, the clarity and brevity of its presentation, and the soundness of its pedagogical approach have received the highest remarks from both students and instructors. Now this bestseller is available in a new 6th edition.

    Hope arrives in the form of a job opening with Brutal Strength, one of the biggest rock bands out there. Only problem is temperamental lead singer Marcus Anthony doesn't want a woman in the group. So Avery and her manager Trevor come up with a plan involving a Bieber haircut and men's clothing. No one seems to be onto their little con. But what happens when Avery starts falling for Marcus? Will she be able to continue with the farce or will the whole thing come crashing down around her like a house of cards?(Revised and an additional 10,000 words of content, including 2 new chapters and an epilogue)Love Revolution is a rock star romance inspired by Shakespeare's Much Ado About Nothing.The wheels of love are always turning at Black Cat Records. Things are just starting to settle down when two Texas sisters start to stir things up at the Vancouver record label. CEO Mary Timmons sets spirited country superstar Sara Daniels on a collision course with cocky rocker Chris Alex. Meanwhile, Brutal Strength's suave drummer, JR, has his head turned by pretty young intern, Samantha Daniels. Do all their highways lead to happiness or will the wheels fly off when the sisters' tragic past comes back to haunt them?Love Resolution is a rock star romance inspired by Shakespeare's The Tempest.To forgive or not to forgive...There's a storm brewing at Black Cat Records and lead singer Marcus Anthony and guitarist Avery Jones are at the center of it. Brutal Strength is leaving Vancouver and heading out on a big stadium tour with the reprobate rockers from Tempest as their opening act. Avery is forced to deal with a troubling figure from her past while being pursued by Tempest's tatted bad boy, Bryan 'Bullet' Jackson. Meanwhile, Marcus must battle his own internal demons as well as this rival for Avery's affection. Can Avery and Marcus keep their fairy tale happily ever after together when the prevailing winds of the real world are against them?

    Some celebrities behave very, very badly. Andrew Manning is the man who picks up the pieces. And buries the bodies.One of celebrity’s back room boys, Andrew has spent twenty years repackaging and reviving celebrities whose careers have been overshadowed by scandal and is now the very special agent to a stellar list of stars.Shelley Bright, singer and fashion icon, wants a divorce from her secretly gay Premier League footballer husband. She asks Andrew to blackmail him, but Shelley has her own destructive secret. Reality TV star Joey Camp’s career goes into free-fall after he launches an expletive-laden attack on The Queen: Andrew resorts to extreme measures to save him. And Janey Jax, international Pop Goddess, what she wants is so twisted and sick that it makes Andrew’s flesh crawl…Meanwhile, Johnny, Andrew’s partner, begins a descent into “celebrity-induced psychosis.” There are voices in his head, and they tell him to kill celebrities. And as an ambitious, scheming paparazzi appears on the scene, things become even more complicated.

    The commercial success of a game is often dependent upon the quality of the AI, yet the engineering of AI is often begun late in the development process and is frequently misunderstood. In this book, Ian Millington brings extensive professional experience to the problem of improving the quality of AI in games. A game developer since 1987, he was founder of Mindlathe Ltd., at the time the largest specialist AI company in gaming. Ian shows how to think about AI as an integral part of game play. He describes numerous examples from real games and explores the underlying ideas through detailed case studies. He goes further to introduce many techniques little used by developers today. The book's CD-ROM contains a library of C++ source code and demonstration programs, and provides access to a website with a complete commercial source code library of AI algorithms and techniques. * A comprehensive, professional tutorial and reference to implement true AI in games.* Walks through the entire development process from beginning to end.* Includes over 100 pseudo code examples of techniques used in commercial games, case studies for all major genres, a CD-ROM and companion website with extensive C++ source code implementations for Windows, and source code libraries for Linux and OS X available through the website.

    A software diskette provides an easy-to-use tool for students to derive probabilities for binomial.

    This text introduces the basic mathematical and computational methods of theoretical neuroscience and presents applications in a variety of areas including vision, sensory-motor integration, development, learning, and memory.The book is divided into three parts. Part I discusses the relationship between sensory stimuli and neural responses, focusing on the representation of information by the spiking activity of neurons. Part II discusses the modeling of neurons and neural circuits on the basis of cellular and synaptic biophysics. Part III analyzes the role of plasticity in development and learning. An appendix covers the mathematical methods used, and exercises are available on the book's Web site.

    While the mathematics is there, the effort is not all concentrated on proofs. Strang's emphasis is on understanding. He explains concepts, rather than deduces. This book is written in an informal and personal style and teaches real mathematics. The gears change in Chapter 2 as students reach the introduction of vector spaces. Throughout the book, the theory is motivated and reinforced by genuine applications, allowing pure mathematicians to teach applied mathematics.

    "Using Econometrics: A Practical Guide "provides readers with a practical introduction that combines single-equation linear regression analysis with real-world examples and exercises. This text also avoids complex matrix algebra and calculus, making it an ideal text for beginners. New problem sets and added support make "Using Econometrics" modern and easier to use.

    Heyer’s writing is lively, witty, and charming, and full of vividly realized characters and well researched historic locales. Simply put, she had no equal among her contemporaries. We have gathered Heyer’s first four novels and a short story together in this omnibus edition. There are 350,000 and over 950 pages of fantastically written romance fiction. Included are 'The Transformation of Philip Jettan', 'The Black Moth', 'The Great Roxhythe', 'Instead of the Thorn', and 'A Proposal To Cicely.'