Summary Real-World Machine Learning is a practical guide designed to teach working developers the art of ML project execution. Without overdosing you on academic theory and complex mathematics, it introduces the day-to-day practice of machine learning, preparing you to successfully build and deploy powerful ML systems. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Machine learning systems help you find valuable insights and patterns in data, which you'd never recognize with traditional methods. In the real world, ML techniques give you a way to identify trends, forecast behavior, and make fact-based recommendations. It's a hot and growing field, and up-to-speed ML developers are in demand. About the Book Real-World Machine Learning will teach you the concepts and techniques you need to be a successful machine learning practitioner without overdosing you on abstract theory and complex mathematics. By working through immediately relevant examples in Python, you'll build skills in data acquisition and modeling, classification, and regression. You'll also explore the most important tasks like model validation, optimization, scalability, and real-time streaming. When you're done, you'll be ready to successfully build, deploy, and maintain your own powerful ML systems. What's Inside Predicting future behavior Performance evaluation and optimization Analyzing sentiment and making recommendations About the Reader No prior machine learning experience assumed. Readers should know Python. About the Authors Henrik Brink, Joseph Richards and Mark Fetherolf are experienced data scientists engaged in the daily practice of machine learning. Table of Contents PART 1: THE MACHINE-LEARNING WORKFLOW What is machine learning? Real-world data Modeling and prediction Model evaluation and optimization Basic feature engineering PART 2: PRACTICAL APPLICATION Example: NYC taxi data Advanced feature engineering Advanced NLP example: movie review sentiment Scaling machine-learning workflows Example: digital display advertising

Humorous Portal Fiction Adventure Series - USA Today Bestselling Science Fantasy Author "This world within a world is such a fabulous concept! It's almost like Star Trek, Doctor Who, and the Bible all mashed up together with a steampunk twist." If Adal and Arija can't survive, we're all screwed. Let the war begin. Deep in the belly of a cave lies a portal to a mechanical world that will change two lives forever. Webley and the creations of the World Machine keep the Earth turning. But when Adal and Arija unknowingly set the gears in motion on a fierce civil war, they could destroy billions of lives. Including their own. Adal and Arija have already lost so much, they can't lose each other, too. But when they're forced to fight a creature that couldn't possibly exist, they must adapt or they'll lose the only people they have left. If you like Cassandra Clare, you'll love this portal fiction adventure full of snarky and witty banter, ingenious machines, and thrilling twists. "Webley and his creations are unique, complex, and compelling in a way that is not only beautiful but intellectually stimulating." -Author Jennifer Siddoway "A kick-a$$ romp full of action and humor!" -Author Jessica Jessinghaus "It's BioShock meets Sucker Punch with a side of Wild Wild West and a dance of League of Extraordinary Gentlemen!" -The Reading Tree Book Blog *** Keywords: science fiction books free, science fiction books, science fiction free, steampunk cyborg, free science fiction books, science fiction stories, free steampunk books, science fiction series, series books free, portal book, portal stories, portal story, cute and diverse characters, strong women, funny books for free, Bestselling Young Adult Fantasy Series, Coming-of-age, Science Fantasy, Action Adventure, Anthea Sharp, Portal Fantasy, books for teens, books for boys, books for girls, YA reader, best book, free, freebie, first in series, Cassandra Clare, Immortal Instruments, City of Bones, Quantum Leap, Lindsay Buroker

Draws conclusions for the future of the industry in the USA.

To Save Humanity, They'll Have To Leave It Behind A world beneath our world. An army of mechanical monsters. A war to end all wars. When childhood best friends Adal and Arija discover a steam powered world hidden deep within the earth, the result is life changing. Webley and the Dwellers of The World Machine work to keep the Earth turning. But when Arija and Adal stumble onto a growing conflict that will destroy the Earth, they find themselves forced to fight. Will they be able to stop the war in time or will they regret ever having set foot in The World Machine? Webley and The World Machine is a YA Steampunk featuring two snarky and fun eighteen year olds, a dwarf-like giant and a whole slew of odd robotic creatures. It's Sucker Punch meets Wild Wild West, and if you love sassy characters or all things steampunk you need this book in your life. WARNING: The characters in this book have a mind of their own and enjoy swearing and generally getting themselves into trouble.

An authority on creativity introduces us to AI-powered computers that are creating art, literature, and music that may well surpass the creations of humans. Today's computers are composing music that sounds “more Bach than Bach,” turning photographs into paintings in the style of Van Gogh's Starry Night, and even writing screenplays. But are computers truly creative—or are they merely tools to be used by musicians, artists, and writers? In this book, Arthur I. Miller takes us on a tour of creativity in the age of machines. Miller, an authority on creativity, identifies the key factors essential to the creative process, from “the need for introspection” to “the ability to discover the key problem.” He talks to people on the cutting edge of artificial intelligence, encountering computers that mimic the brain and machines that have defeated champions in chess, Jeopardy!, and Go. In the central part of the book, Miller explores the riches of computer-created art, introducing us to artists and computer scientists who have, among much else, unleashed an artificial neural network to create a nightmarish, multi-eyed dog-cat; taught AI to imagine; developed a robot that paints; created algorithms for poetry; and produced the world's first computer-composed musical, Beyond the Fence, staged by Android Lloyd Webber and friends. But, Miller writes, in order to be truly creative, machines will need to step into the world. He probes the nature of consciousness and speaks to researchers trying to develop emotions and consciousness in computers. Miller argues that computers can already be as creative as humans—and someday will surpass us. But this is not a dystopian account; Miller celebrates the creative possibilities of artificial intelligence in art, music, and literature.

When James Womack, Daniel Jones, and Daniel Roos wrote THE MACHINE THAT CHANGED THE WORLD in 1990, Japanese automakers, and Toyota in particular, were making a strong showing by applying the principles of lean production. However, the full power of lean principles was unproven, and they had not been applied outside of the auto industry. Today, the power of lean production has been conclusively proved by Toyota's unparalleled success, and the concepts have been widely applied in many industries. Based on MIT's pioneering global study of industrial competition, THE MACHINE THAT CHANGED THE WORLD offers a groundbreaking analysis of the entire lean business system, including product development, supplier management, sales, service, and production - an analysis even more relevant today as GM and Ford struggle to survive and a wide range of British abd American companies embrace lean production. A new Foreword by the authors brings the story up to date and details how their predictions were right. As a result, this reissue of a classic is as insightful and instructive today as when it was first published.