With this insightful book, intermediate to experienced programmers interested in data analysis will learn techniques for working with data in a business environment. You'll learn how to look at data to discover what it contains, how to capture those ideas in conceptual models, and then feed your understanding back into the organization through business plans, metrics dashboards, and other applications.Along the way, you'll experiment with concepts through hands-on workshops at the end of each chapter. Above all, you'll learn how to think about the results you want to achieve -- rather than rely on tools to think for you.Use graphics to describe data with one, two, or dozens of variablesDevelop conceptual models using back-of-the-envelope calculations, as well asscaling and probability argumentsMine data with computationally intensive methods such as simulation and clusteringMake your conclusions understandable through reports, dashboards, and other metrics programsUnderstand financial calculations, including the time-value of moneyUse dimensionality reduction techniques or predictive analytics to conquer challenging data analysis situationsBecome familiar with different open source programming environments for data analysisFinally, a concise reference for understanding how to conquer piles of data.--Austin King, Senior Web Developer, MozillaAn indispensable text for aspiring data scientists.--Michael E. Driscoll, CEO/Founder, Dataspora

    Without machine learning, fraud detection, web search results, real-time ads on web pages, credit scoring, automation, and email spam filtering wouldn't be possible, and this is only showcasing just a few of its capabilities. Written by two data science experts, Machine Learning For Dummies offers a much-needed entry point for anyone looking to use machine learning to accomplish practical tasks.Covering the entry-level topics needed to get you familiar with the basic concepts of machine learning, this guide quickly helps you make sense of the programming languages and tools you need to turn machine learning-based tasks into a reality. Whether you're maddened by the math behind machine learning, apprehensive about AI, perplexed by preprocessing data--or anything in between--this guide makes it easier to understand and implement machine learning seamlessly.Grasp how day-to-day activities are powered by machine learning Learn to 'speak' certain languages, such as Python and R, to teach machines to perform pattern-oriented tasks and data analysis Learn to code in R using R Studio Find out how to code in Python using Anaconda Dive into this complete beginner's guide so you are armed with all you need to know about machine learning!

    

     Neural networks are a key element of deep learning and artificial intelligence, which today is capable of some truly impressive feats. Yet too few really understand how neural networks actually work. This guide will take you on a fun and unhurried journey, starting from very simple ideas, and gradually building up an understanding of how neural networks work. You won't need any mathematics beyond secondary school, and an accessible introduction to calculus is also included. The ambition of this guide is to make neural networks as accessible as possible to as many readers as possible - there are enough texts for advanced readers already! You'll learn to code in Python and make your own neural network, teaching it to recognise human handwritten numbers, and performing as well as professionally developed networks. Part 1 is about ideas. We introduce the mathematical ideas underlying the neural networks, gently with lots of illustrations and examples. Part 2 is practical. We introduce the popular and easy to learn Python programming language, and gradually builds up a neural network which can learn to recognise human handwritten numbers, easily getting it to perform as well as networks made by professionals. Part 3 extends these ideas further. We push the performance of our neural network to an industry leading 98% using only simple ideas and code, test the network on your own handwriting, take a privileged peek inside the mysterious mind of a neural network, and even get it all working on a Raspberry Pi. All the code in this has been tested to work on a Raspberry Pi Zero.

    In this lively book of essays, Stephen Wolfram takes the reader along on some of his most surprising and engaging intellectual adventures in science, technology, artificial intelligence and language design.

    Forest won the First Division championship, two League Cups and back-to-back European Cups and they did it, incredibly, with five of the players Clough inherited at a club that was trying to avoid relegation to the third tier of English football.I Believe In Miracles accompanies the critically-acclaimed documentary and DVD of the same name. Based on exclusive interviews with virtually every member of the Forest team, it covers the greatest period in Clough's extraordinary life and brings together the stories of the unlikely assortment of free transfers, bargain buys, rogues, misfits and exceptionally gifted footballers who came together under the most charismatic manager there has ever been.

     The Athlete's Way program, focusing on cardio, strength, stretching, nutrition and sleep, uses neurobiology and behavioral models to enable you to think, train and behave like an athlete, making you more optimistic, resilient, and intense. You will want to get a glow on every day to increase your daily bliss quotient. Exercise will no longer be something to dread but something to enjoy and experience to the fullest. The Athlete's Way teaches you how to make exercise a source of joy and something you will want to engage in daily. Sweat will become a symbol of your striving for a standard of excellence and a solid work ethic that is synonymous with peak performance. The stamina, tenacity, and drive fortified through athletics--and this program--can be applied to any dream, obstacle, or goal you aspire to achieve. Christopher Bergland is a Manhattan-based world-class endurance athlete. He holds a Guinness World Record for treadmill running (153.76 miles in 24 hours) and has won the longest nonstop triathlon in the world three times. He completed The Triple Ironman, a 7.2-mile swim, 336-mile bike, followed by a 78.6-mile run (done consecutively) in a record breaking time of 38 hours and 46 minutes. He directs the triathlon program at Chelsea Piers and has been sponsored by Kiehl's since 1996. He has been featured in dozens of TV, magazine, and newspaper articles including CNN, PBS, ABC, CBS, Fox, Men's Journal, ESPN magazine, and the L.A. Times.  He currently manages a specialty sporting goods shop in New York City called "JackRabbit Sports." Inspiring Lessons from a World-class Endurance Athlete"I love to sweat.  All told, I have run distance equal to four trips around the world on a treadmill and on the streets of Manhattan where I live.  I have biked to the moon and back, dueling it out with a red, blinking pacer light on a LifeCycle control panel or logging countless laps in Central Park.  I've even crossed the Atlantic a few times - in the pool - and I've swum in almost every ocean around the world competing in Ironman triathlons.  When I am running, biking, or swimming, happiness pours out of me.  I am not alone.  Everyone who exercises regularly experiences this bliss.  And it is available to you, too, anytime you break a sweat.  The Athlete's Way is an individual process but ultimately a universal experience.  We feel good when we sweat.  I have learned how to find Nirvana on the treadmill, and I am going to teach you my secrets."            --Christopher Bergland

    This work represents the views of a mathematician on the analogies between computing machines and the living human brain.

    And you feel frustrated that others are able to reach their dreams so easily. Why? Its all due to Self Belief. Self Belief is the only common denominator between all successful people. Your Self Belief has a deep connection with your Thoughts and Actions. This book will finally unravel why you have been struggling. This book will strengthen your Self Belief by first strengthening your thoughts and actions. Here what will be unveiled: Introduction: Self-Belief allows you to predict the future SECTION I: Thoughts that strengthen Belief Chapter 1: We think only twice in a year I didn't make the above claim. It was made by one of the greatest thinkers of yesteryears. George Bernard Shaw. Why? This chapter will tell you. Chapter 2: Thinking is Praying Countless times you have prayed for something, and it didn't materialize. Be honest. Did you really felt deep down that it wasn't going to happen? Did you know that you are praying each minute of your life without knowing it? God is always providing you with exactly what you are praying for. Stop getting in your own way of success. Be kind to yourself and learn why you hold yourself back. Chapter 3: Asking Hard Questions We can walk up to anyone and tell 'em how to get thin, save more money, have better relations. Question is, why don't we follow our own advice? SECTION II: Actions that strengthen belief Chapter 1: Why the Law of Attraction will never work for you? So you think Law of Attraction is either awesomeness or a scam? This chapter will tell you of a more powerful law than the law of attraction. And surprisingly, its hidden within those very words. Chapter 2: Taking tough actions Whose dream are you living? Yours? Your spouse's? Your boss'? Your kid's? Its time to live your own dream. Whether it's a New Year's Resolution or a list of chores, you need to take action. Chapter 3: Why its critical to succeed just today? Forget long term goals. Your mind simply isn't programmed to think about what you will be 5 years from now. This critical piece is missing from most goal-setting exercises. You will be a success tomorrow only if you just do everything right only for today. "Just do it only for today. We will think about tomorrow, tomorrow." BONUS SECTION: How do I use this information to change my life in the next fifteen minutes Unlike most other self-help books, you will get to know exactly what you need to do in the next 15 minutes after completing this book. As easy as following Step 1...Step 2...Step 3... etc. Please scroll up and grab this book NOW.

    The Tour is home to rowdy, randy young men often drunk with money and fame; fueled by alcohol and adrenaline, they barnstorm from town to town like rock stars, with all the attendant excesses. And in each player's shadow is his faithful caddie -- performing a thankless six-figure job that comes with all the security of a handshake deal. The PGA Tour offers fabulous rewards, but its good life does not come without a price. In Bud, Sweat, and Tees, Alan Shipnuck takes a no-holds-barred look at modern professional golf. Rich Beem, the hero of our story, joined the Tour as the most clueless of rookies, a logo-free rube only a couple of years removed from the straight world, where he made seven dollars an hour hawking cell phones. Beem took his winnings from big-money matches all across the state of Texas and scraped together enough to go out on Tour, but as he would quickly find out, getting to the big leagues is only half the battle. The fun-loving Beem, more likely to pound beers than range balls, first struggled to fit in among the country-club brats who populate the pro golf scene, and then had to fight to survive the cutthroat competition and crushing self-doubt. Staying true to his girl back home would prove equally challenging.Meanwhile, Steve Duplantis, the one-time golden boy of the Tour's caddie ranks, was enduring his own tribulations. At the tender age of twenty-one Duplantis began packing for Jim Furyk, and together they reached the pinnacle of the golf world, from Ryder Cup dustups to near misses at the Masters. But like Beem, Duplantis has a taste for thewild life, which helps explain how he wound up as a single dad, trying to balance the demands of fatherhood with the siren song of the road -- a juggling act that eventually cost him his lucrative job on Furyk's bag. Fate brought Duplantis and Beem together, and in their first tournament, the Kemper Open, they pulled off one of the most improbable triumphs in golf history.What happens next, at this unlikely intersection of lives and careers? How does a lifelong underdog like Beem handle overnight fame and fortune? Would Duplantis make good on this second chance and turn his career, and maybe his life, around? And would Beem and Duplantis's partnership survive the course of a turbulent season chock full of enough misadventures to land them in a Scottish jail?"Bud, Sweat, and Tees" is a sometimes bawdy, often hilarious, and always unpredictable account of a strange and magical year in the lives, on and off the course, of golfer and caddie. An exciting and often poignant story, it stands as the best insider's sports book since Jim Bouton's Ball Four, and marks Alan Shipnuck as a writer of extraordinary promise.

    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 modeling your data and communicating the results. You’ll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you’ve learned along the way. You’ll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results

    It is also a practical, modern introduction to scientific computing in Python, tailored for data-intensive applications. This is a book about the parts of the Python language and libraries you'll need to effectively solve a broad set of data analysis problems. This book is not an exposition on analytical methods using Python as the implementation language.Written by Wes McKinney, the main author of the pandas library, this hands-on book is packed with practical cases studies. It's ideal for analysts new to Python and for Python programmers new to scientific computing.Use the IPython interactive shell as your primary development environmentLearn basic and advanced NumPy (Numerical Python) featuresGet started with data analysis tools in the pandas libraryUse high-performance tools to load, clean, transform, merge, and reshape dataCreate scatter plots and static or interactive visualizations with matplotlibApply the pandas groupby facility to slice, dice, and summarize datasetsMeasure data by points in time, whether it's specific instances, fixed periods, or intervalsLearn how to solve problems in web analytics, social sciences, finance, and economics, through detailed examples

    Peek behind the counter and learn how sportsbooks operate. Combine that insider knowledge with why-didn’t-I-think-of-that sports betting logic, and you have the winning formula.Ed Miller is a best-selling (over 300,000 copies sold) author of books on poker and gambling. This is his first book on sports betting, but maybe his favorite book to write so far.Matthew Davidow is a sports modeler, using proprietary methods to beat major sports betting markets for over 15 years, and co-founding two leading private sports analytics firms along the way.What people are saying about The Logic Of Sports Betting:"Matt and Ed are two of the smartest minds in sports betting." - Rufus Peabody, professional sports bettor"As a sportsbook employee for 30-plus years, I find it difficult to read or watch anything about sports betting. But I could not put The Logic Of Sports Betting down. It’s that good." - Robert Walker, Las Vegas bookmaker

    In this business of flying fighter jets, the odds of staying alive are stacked against him. Haunted by the memories of dead friends killed in air mishaps, this Vietnam vet and father of three must deal with a devious commander, an animal-crazed neighbor, whose husband hates pilots, a beautiful, but suspicious wife and a rebellious teenage daughter. The last thing he needs is another war.But when Iraq invades Kuwait in the middle of a muggy Louisiana summer, duty calls. Tuck and the other pilots in his squadron head to the Middle East. Back in Louisiana, Gina Westerfield and other military wives learn that war is hell on the home front, too. Later, when tragedy strikes, everyone at Beauregard Air Force Base must pull together and live on or forever be consumed with grief. “The story pulls you in from the very beginning. The novel's climax and its aftermath are one of the most moving and satisfying I have ever read.”Dwight Jon Zimmerman, New York Times #1 bestselling author of Lincoln's Last Days “A realistic yet heartwarming and reaffirming assessment of life and love and dedication by the very people who guard our own lives.” Parris Afton Bonds, New York Times bestselling author & cofounder of Romance Writers of America.

    Jon Wertheim to overturn some of the most cherished truisms of sports, and reveal the hidden forces that shape how basketball, baseball, football, and hockey games are played, won and lost.Drawing from Moskowitz's original research, as well as studies from fellow economists such as bestselling author Richard Thaler, the authors look at: the influence home-field advantage has on the outcomes of games in all sports and why it exists; the surprising truth about the universally accepted axiom that defense wins championships;  the subtle biases that umpires exhibit in calling balls and strikes in key situations; the unintended consequences of referees' tendencies in every sport to "swallow the whistle," and more.Among the insights that Scorecasting reveals:Why Tiger Woods is prone to the same mistake in high-pressure putting situations that you and I areWhy professional teams routinely overvalue draft picks The myth of momentum  or the "hot hand" in sports, and why so many fans, coaches, and broadcasters fervently subscribe to itWhy NFL coaches rarely go for a first down on fourth-down situations--even when their reluctance to do so reduces their chances of winning.In an engaging narrative that takes us from the putting greens of Augusta to the grid iron of a small parochial high school in Arkansas, Scorecasting will forever change how you view the game, whatever your favorite sport might be.