We are living in an age where data comes in abundance, and thanks to the self-learning algorithms from the field of machine learning, we can turn this data into knowledge. Automated speech recognition on our smart phones, web search engines, e-mail spam filters, the recommendation systems of our favorite movie streaming services – machine learning makes it all possible.Thanks to the many powerful open-source libraries that have been developed in recent years, machine learning is now right at our fingertips. Python provides the perfect environment to build machine learning systems productively.This book will teach you the fundamentals of machine learning and how to utilize these in real-world applications using Python. Step-by-step, you will expand your skill set with the best practices for transforming raw data into useful information, developing learning algorithms efficiently, and evaluating results.You will discover the different problem categories that machine learning can solve and explore how to classify objects, predict continuous outcomes with regression analysis, and find hidden structures in data via clustering. You will build your own machine learning system for sentiment analysis and finally, learn how to embed your model into a web app to share with the world

    To the local authorities they are random acts of violence, robberies gone wrong. But to Army Ranger Thomas Cole there are too many coincidences. With the unofficial help of a shadowy presence from his past, Tom begins digging and soon discovers the War on Terror is very close to home.

     This was the first time the Americans had penetrated the “outer ring” of the Japanese Pacific sphere. From now until the end of the war the combined forces of the Navy, Marine Corps and Army would island hop their way to the Japanese mainland. Yet, the Battle of Kwajalein Atoll, particularly on the island of Roi-Namur where there were only 51 survivors of the original 3,500 garrison left, gave the Americans an insight into the fierce resistance that the Japanese would put up over the remaining months of the war. Drawn directly from the testimonies of several hundred infantrymen, Island Victory provides insight into what it was like to feel the heat of battle on the beaches of those Pacific islands. "Written accounts of war simply do not get any closer to the actions and feelings of those [who] were there. Island Victory is a highly recommended, 'must read' book." — The Midwest Book Review "The real value of Island Victory lies in the unadorned words of these soldiers, recorded so openly and methodically by Marshall after the battle. . . . The Kwajalein victors interviewed so painstakingly by Sam Marshall provide a priceless candor and authenticity, the emotional testimonies of young men still flushed with adrenalin, guilt, and relief." — Joseph H. Alexander, Journal of Military History S. L. A. Marshall was a chief U.S. Army combat historian during World War II and the Korean War. He had served on the border with Mexico during the Pancho Villa Expedition before serving in France during World War I. He wrote over thirty books about warfare. Island Victory was first published in 1944. Marshall passed away in 1977.

    If you're like most players, you struggle with nearly every aspect of the game: offense, defense, execution and combos, and generally having a game plan that is more complex than just mashing buttons at every opportunity. A Road Map Toward Improvement Street Fighter is a game that requires practice, finesse, and knowledge. Unfortunately, most players don't have any guidance on where to begin when learning the game which leads to lots of frustration and losses. This guide is designed to give you a road map for improving your skills so that when SF5 drops you can hit the ground running!Lots of players are under the misconception that since SF5 is a brand new game, there's no point in playing SF4 and improving. While it is true that there will be lots to learn in SF5 such as new engines and characters, this is not a reason not to improve on your Street Fighter fundamentals in the meantime. The Importance of a Solid Foundation Like anything else worth doing in life, developing a foundation of solid fundamentals is the key to improving. Even though SF5 will have brand new characters and mechanics, the core elements of Street Fighter remain the same throughout the franchise. Execution, footsies and space control, combos, punishing, and resource management are important in all Street Fighter games and this guide will show you how to use SF4 to improve on these aspects of your game. Who is gootecks and why should I bother? I've played Street Fighter competitively since 2003, starting with Street Fighter III: 3rd Strike and continuing with Street Fighter 4. I've traveled to compete in tournaments around the world, including places like Japan, Singapore, Australia, Canada, and Europe.A lot of people may know me as the co-host of Excellent Adventures of gootecks & Mike Ross, or perhaps from my work on Cross Counter TV, the entertainment network for fighting game fans.Recently, I've begun training players just like yourself through Cross Counter Training, where players like EG.Justin Wong, EG.K-Brad, Alex Myers are available for helping players of all skill levels improve. Through working with my students, I've developed what I believe to be an extremely effective method of learning how to play Street Fighter. This method is based on the idea of learning one tiny aspect of the game at a time through the eyes of the poster boy of Street Fighter, Ryu. "But Ryu is boring, gootecks!" I know, I know, you think Ryu is boring and everybody plays him and you want to play a cool, flashy character so you can style on people on stage at Evo someday. Unfortunately, you'll need to learn how to walk before you can run and there is no better investment of time as a new player than to learn Ryu in order to build a strong foundation.Taking this time now to develop your fundamentals will serve you well as you transition to Street Fighter 5. Ryu is definitely different in SF5, but the tools and concepts you'll learn in this guide will give you a leg up on the competition when SF5 drops.

    A riveting history of counting and calculating, from the time of the cave dwellers to the twentieth century, this fascinating volume brings numbers to thrilling life, explaining their development in human terms, the intriguing situations that made them necessary, and the brilliant achievements in human thought that they made possible. It takes us through the numbers story from Europe to China, via ancient Greece and Rome, Mesopotamia, Latin America, India, and the Arabic countries. Exploring the many ways civilizations developed and changed their mathematical systems, Ifrah imparts a unique insight into the nature of human thought–and into how our understanding of numbers and the ways they shape our lives have changed and grown over thousands of years.

    New York Times bestselling historian and novelist Thomas Fleming takes us back to the days of the founders, detailing the surprising facts of American life in 1776 - including its resemblance to today.