Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

     The time-tested secrets this book discloses include Cicero’s three-step strategy for moving an audience to action—as well as Honest Abe’s Shameless Trick of lowering an audience’s expectations by pretending to be unpolished. But it’s also replete with contemporary techniques such as politicians’ use of “code” language to appeal to specific groups and an eye-opening assortment of popular-culture dodges—including The Yoda Technique, The Belushi Paradigm, and The Eddie Haskell Ploy. Whether you’re an inveterate lover of language books or just want to win a lot more anger-free arguments on the page, at the podium, or over a beer, Thank You for Arguing is for you. Written by one of today’s most popular language mavens, it’s warm, witty, erudite, and truly enlightening. It not only teaches you how to recognize a paralipsis and a chiasmus when you hear them, but also how to wield such handy and persuasive weapons the next time you really, really want to get your own way.

    according to an artificial intelligence trained by scientist Janelle Shane, creator of the popular blog "AI Weirdness." She creates silly AIs that learn how to name paint colors, create the best recipes, and even flirt (badly) with humans--all to understand the technology that governs so much of our daily lives.We rely on AI every day for recommendations, for translations, and to put cat ears on our selfie videos. We also trust AI with matters of life and death, on the road and in our hospitals. But how smart is AI really, and how does it solve problems, understand humans, and even drive self-driving cars?Shane delivers the answers to every AI question you've ever asked, and some you definitely haven't--like, how can a computer design the perfect sandwich? What does robot-generated Harry Potter fan-fiction look like? And is the world's best Halloween costume really "Vampire Hog Bride"?In this smart, often hilarious introduction to the most interesting science of our time, Shane shows how these programs learn, fail, and adapt--and how they reflect the best and worst of humanity. You Look Like a Thing and I Love You is the perfect book for anyone curious about what the robots in our lives are thinking.

    Later, as you're about to get back to work, a colleague taps you on the shoulder to chat. At home, screens get in the way of quality time with your family. Another day goes by, and once again, your most important personal and professional goals are put on hold.  What would be possible if you followed through on your best intentions? What could you accomplish if you could stay focused and overcome distractions? What if you had the power to become "indistractable"?  International best-selling author, former Stanford lecturer, and behavioral design expert, Nir Eyal, wrote Silicon Valley's handbook for making technology habit-forming. Five years after publishing Hooked, Eyal reveals distraction's Achilles' heel in his groundbreaking new book.  In Indistractable, Eyal reveals the hidden psychology driving us to distraction. He describes why solving the problem is not as simple as swearing off our devices: Abstinence is impractical and often makes us want more.  Eyal lays bare the secret of finally doing what you say you will do with a four-step, research-backed model. Indistractable reveals the key to getting the best out of technology, without letting it get the best of us.  Inside, Eyal overturns conventional wisdom and reveals: Why distraction at work is a symptom of a dysfunctional company culture - and how to fix it  What really drives human behavior and why "time management is pain management"  Why your relationships (and your sex life) depend on you becoming indistractable  How to raise indistractable children in an increasingly distracting world Empowering and optimistic, Indistractable provides practical, novel techniques to control your time and attention - helping you live the life you really want.

    When people arrive at the element, they feel most themselves and most inspired and achieve at their highest levels. "The Element" draws on the stories of a wide range of people, from ex-Beatle Paul McCartney to Matt Groening, creator of "The Simpsons"; from Meg Ryan to Gillian Lynne, who choreographed the Broadway productions of "Cats" and "The Phantom of the Opera"; and from writer Arianna Huffington to renowned physicist Richard Feynman and others, including business leaders and athletes. It explores the components of this new paradigm: The diversity of intelligence, the power of imagination and creativity, and the importance of commitment to our own capabilities. With a wry sense of humor, Ken Robinson looks at the conditions that enable us to find ourselves in the element and those that stifle that possibility. He shows that age and occupation are no barrier, and that once we have found our path we can help others to do so as well. "The Element" shows the vital need to enhance creativity and innovation by thinking differently about human resources and imagination. It is also an essential strategy for transforming education, business, and communities to meet the challenges of living and succeeding in the twenty-first century.

    Not only do the authors reveal why the world is so completely screwed up, but they provide proven techniques for creative control of personal, social, and business problems. They analyze the reasons for human failure and tell how to achieve a state of well-being by avoiding that unwanted, ultimate promotion.Students of Freud, Potter, and Parkinson will be fascinated by this satirical examination of man's tendency to escalate himself to oblivion at his level of incompetence.

    This concise introduction shows you how to perform statistical analysis computationally, rather than mathematically, with programs written in Python.You'll work with a case study throughout the book to help you learn the entire data analysis process—from collecting data and generating statistics to identifying patterns and testing hypotheses. Along the way, you'll become familiar with distributions, the rules of probability, visualization, and many other tools and concepts.Develop your understanding of probability and statistics by writing and testing codeRun experiments to test statistical behavior, such as generating samples from several distributionsUse simulations to understand concepts that are hard to grasp mathematicallyLearn topics not usually covered in an introductory course, such as Bayesian estimationImport data from almost any source using Python, rather than be limited to data that has been cleaned and formatted for statistics toolsUse statistical inference to answer questions about real-world data

    Too often we approach our lives' biggest hurdles with dread, execute them with anxiety, and leave them with regret.By accessing our personal power, we can achieve "presence," the state in which we stop worrying about the impression we're making on others and instead adjust the impression we've been making on ourselves. As Harvard professor Amy Cuddy's revolutionary book reveals, we don't need to embark on a grand spiritual quest or complete an inner transformation to harness the power of presence. Instead, we need to nudge ourselves, moment by moment, by tweaking our body language, behavior, and mind-set in our day-to-day lives.Amy Cuddy has galvanized tens of millions of viewers around the world with her TED talk about "power poses." Now she presents the enthralling science underlying these and many other fascinating body-mind effects, and teaches us how to use simple techniques to liberate ourselves from fear in high-pressure moments, perform at our best, and connect with and empower others to do the same.Brilliantly researched, impassioned, and accessible, Presence is filled with stories of individuals who learned how to flourish during the stressful moments that once terrified them. Every reader will learn how to approach their biggest challenges with confidence instead of dread, and to leave them with satisfaction instead of regret."Presence feels at once concrete and inspiring, simple but ambitious — above all, truly powerful." —New York Times Book Review

    But as risk expert Gerd Gigerenzer shows, the surprising truth is that in the real world, we often get better results by using simple rules and considering less information. In Risk Savvy, Gigerenzer reveals that most of us, including doctors, lawyers, financial advisers, and elected officials, misunderstand statistics much more often than we think, leaving us not only misinformed, but vulnerable to exploitation. Yet there is hope. Anyone can learn to make better decisions for their health, finances, family, and business without needing to consult an expert or a super computer, and Gigerenzer shows us how.Risk Savvy is an insightful and easy-to-understand remedy to our collective information overload and an essential guide to making smart, confident decisions in the face of uncertainty.

    Whether you're online, in a classroom, an office, a town hall—or just hoping to get through a family dinner with a stubborn relative—dialogue shuts down when perspectives clash. Heated debates often lead to insults and shaming, blocking any possibility of productive discourse. Everyone seems to be on a hair trigger.In How to Have Impossible Conversations, Peter Boghossian and James Lindsay guide you through the straightforward, practical, conversational techniques necessary for every successful conversation—whether the issue is climate change, religious faith, gender identity, race, poverty, immigration, or gun control. Boghossian and Lindsay teach the subtle art of instilling doubts and opening minds. They cover everything from learning the fundamentals for good conversations to achieving expert-level techniques to deal with hardliners and extremists. This book is the manual everyone needs to foster a climate of civility, connection, and empathy."This is a self-help book on how to argue effectively, conciliate, and gently persuade. The authors admit to getting it wrong in their own past conversations. One by one, I recognize the same mistakes in me. The world would be a better place if everyone read this book."  —Richard Dawkins, author of Science in the Soul and Outgrowing God

    Much greater than space travel or perhaps even the next revolutionary medical breakthrough, what is at stake is the whole idea of the good life as we have known it.Immigration and inequality, globalization and technological disruption, slowing growth and accelerating climate change--these are sources of great anxiety across the world, from New Delhi and Dakar to Paris and Washington, DC. The resources to address these challenges are there--what we lack are ideas that will help us jump the wall of disagreement and distrust that divides us. If we succeed, history will remember our era with gratitude; if we fail, the potential losses are incalculable.In this revolutionary book, renowned MIT economists Abhijit V. Banerjee and Esther Duflo take on this challenge, building on cutting-edge research in economics explained with lucidity and grace. Original, provocative, and urgent, Good Economics for Hard Times makes a persuasive case for an intelligent interventionism and a society built on compassion and respect and show how economics, when done right, can help us solve the thorniest social and political problems of the day. It is an extraordinary achievement, one that shines a light to help us appreciate and understand our precariously balanced world.

    Instead of giving you the most broadly popular result, Google now tries to predict what you are most likely to click on. According to MoveOn.org board president Eli Pariser, Google's change in policy is symptomatic of the most significant shift to take place on the Web in recent years - the rise of personalization. In this groundbreaking investigation of the new hidden Web, Pariser uncovers how this growing trend threatens to control how we consume and share information as a society-and reveals what we can do about it.Though the phenomenon has gone largely undetected until now, personalized filters are sweeping the Web, creating individual universes of information for each of us. Facebook - the primary news source for an increasing number of Americans - prioritizes the links it believes will appeal to you so that if you are a liberal, you can expect to see only progressive links. Even an old-media bastion like "The Washington Post" devotes the top of its home page to a news feed with the links your Facebook friends are sharing. Behind the scenes a burgeoning industry of data companies is tracking your personal information to sell to advertisers, from your political leanings to the color you painted your living room to the hiking boots you just browsed on Zappos.In a personalized world, we will increasingly be typed and fed only news that is pleasant, familiar, and confirms our beliefs - and because these filters are invisible, we won't know what is being hidden from us. Our past interests will determine what we are exposed to in the future, leaving less room for the unexpected encounters that spark creativity, innovation, and the democratic exchange of ideas.While we all worry that the Internet is eroding privacy or shrinking our attention spans, Pariser uncovers a more pernicious and far-reaching trend on the Internet and shows how we can - and must - change course. With vivid detail and remarkable scope, The Filter Bubble reveals how personalization undermines the Internet's original purpose as an open platform for the spread of ideas and could leave us all in an isolated, echoing world.

    In Quirkology, he navigates the backwaters of human behavior, discovering the tell-tale signs that give away a liar, the secret science behind speed-dating and personal ads, and what a person's sense of humor reveals about the innermost workings of their mind- all along paying tribute to others who have carried out similarly weird and wonderful work. Wiseman's research has involved secretly observing people as they go about their daily business, conducting unusual experiments in art exhibitions and music concerts, and even staging fake seances in allegedly haunted buildings. With thousands of research subjects from all over the world, including enamored couples, unwitting pedestrians, and guileless dinner guests, Wiseman presents a fun, clever, and unexpected picture of the human mind.

    His groundbreaking research exposes ten well-disguised mental Saboteurs. Nearly 95 percent of the executives in his Stanford lectures conclude that these Saboteurs cause “significant harm” to achieving their true potential. With Positive Intelligence, you can learn the secret to defeating these internal foes. Positive Intelligence (PQ)SM measures the percentage of time your mind is serving you as opposed to sabotaging you. While your IQ and EQ (emotional intelligence) contribute to your maximum potential, it is your PQ that determines how much of that potential you actually achieve.The great news is that you can improve your PQ significantly in as little as 21 days. With higher PQ, teams and professionals ranging from leaders to salespeople perform 30 to 35 percent better on average. Importantly, they also report being far happier and less stressed. The breakthrough tools and techniques in this book have been refined over years of coaching hundreds of CEOs and their executive teams. Shirzad tells many of their remarkable stories, showing how you too can take concrete steps to unleash the vast, untapped powers of your mind.Discover how to•    Identify and conquer your top Saboteurs. Common Saboteurs include the Judge, Controller, Victim, Avoider, and Pleaser.  •    Measure the Positive Intelligence score (PQ) for yourself or your team—and see how close you come to the critical tipping point required for peak performance.•    Increase PQ dramatically in as little as 21 days.•    Develop new brain “muscles,” and access 5 untapped powers with energizing mental “power games.”•    Apply PQ tools and techniques to increase both performance and fulfillment. Applications include team building, mastering workload, working with “difficult” people, improving work/life balance, reducing stress, and selling and persuading.

    More than five million copies later, Dr. Eric Berne’s classic is as astonishing–and revealing–as it was on the day it was first published. This anniversary edition features a new introduction by Dr. James R. Allen, president of the International Transactional Analysis Association, and Kurt Vonnegut’s brilliant Life magazine review from 1965.We play games all the time–sexual games, marital games, power games with our bosses, and competitive games with our friends. Detailing status contests like “Martini” (I know a better way), to lethal couples combat like “If It Weren’t For You” and “Uproar,” to flirtation favorites like “The Stocking Game” and “Let’s You and Him Fight,” Dr. Berne exposes the secret ploys and unconscious maneuvers that rule our intimate lives.Explosive when it first appeared, Games People Play is now widely recognized as the most original and influential popular psychology book of our time. It’s as powerful and eye-opening as ever.