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.

    Douglas uncovers the underlying reasons for lack of consistency and helps traders overcome the ingrained mental habits that cost them money.  He takes on the myths of the market and exposes them one by one teaching traders to look beyond random outcomes, to understand the true realities of risk, and to be comfortable with the "probabilities" of market movement that governs all market speculation.

    Teaching, for the First Time in the History of the World, the True Philosophy upon which all Personal Success is Built.“You Can Do It if You Believe You Can!”THIS is a course on the fundamentals of Success.Success is very largely a matter of adjusting one’s self to the ever-varying and changing environments of life, in a spirit of harmony and poise.

    Blockchain protocols are taking the world by storm, and the Ethereum project, with its Turing-complete scripting language Solidity, has rapidly become a front-runner. This book presents the blockchain phenomenon in context; then situates Ethereum in a world pioneered by Bitcoin.See why professionals and non-professionals alike are honing their skills in smart contract patterns and distributed application development. You'll review the fundamentals of programming and networking, alongside its introduction to the new discipline of crypto-economics. You'll then deploy smart contracts of your own, and learn how they can serve as a back-end for JavaScript and HTML applications on the Web.Many Solidity tutorials out there today have the same flaw: they are written for "advanced" JavaScript developers who want to transfer their skills to a blockchain environment. Introducing Ethereum and Solidity is accessible to technology professionals and enthusiasts of all levels. You'll find exciting sample code that can move forward real world assets in both the academic and the corporate arenas. Find out now why this book is a powerful gateway for creative technologists of all types, from concept to deployment.What You'll LearnSee how Ethereum (and other cryptocurrencies) workCompare distributed apps (dapps) to web appsWrite Ethereum smart contracts in Solidity Connect Ethereum smart contracts to your HTML/CSS/JavaScript web applicationsDeploy your own dapp, coin, and blockchainWork with basic and intermediate smart contractsWho This Book Is For Anyone who is curious about Ethereum or has some familiarity with computer science Product managers, CTOs, and experienced JavaScript programmersExperts will find the advanced sample projects in this book rewarding because of the power of Solidity

    Page by page, you'll learnhow to create a portfolio with the widest diversification andlowest costs; one that can move up your financial freedom by adecade and dramatically increase your spending rate duringretirement. And all this can be accomplished by using some commonsense techniques.Along the way, Kevin and his dad discuss fresh, new approachesto investing, and detail some tried-and-true, but lesser knownapproaches. They also take the time to debunk the financial mythsand legends that many of us accept as true, and show you what itreally takes to build long-term wealth with less risk.Discusses how to design a portfolio composed of a few basicbuilding blocks that can be "tweaked" to fit your personalneedsAddresses how you can reengineer your portfolio in order tostop needlessly paying taxesReveals how you can increase returns, regardless of whichdirection the market goes, by picking the "low-hanging fruit" weall have in our portfoliosWith just a little time and a little work, you can become abetter investor. With this book as your guide, you'll discover howa simpler approach to today's markets can put you on the path tofinancial independence.

    A few years ago, renowned investor Ray Dalio began noticing a confluence of political and economic conditions he hadn’t encountered before in his fifty-year career. They included large debts and zero or near-zero interest rates in the world’s three major reserve currencies; significant wealth, political, and values divisions within countries; and emerging conflict between a rising world power (China) and the existing one (US). Seeking to explain the cause-effect relationships behind these conditions, he began a study of analogous historical times and discovered that such combinations of conditions were characteristic of periods of transition, such as the years between 1930 and 1945, in which wealth and power shifted in ways that reshaped the world order. Looking back across five hundred years of history and nine major empires—including the Dutch, the British, and the American—The Changing World Order puts into perspective the cycles and forces that have driven the successes and failures of all the world’s major countries throughout history. Dalio reveals the timeless and universal dynamics that were behind these shifts, while also offering practical principles for policymakers, business leaders, investors, and others operating in this environment.

    The dust had yet to settle on the global financial crisis in 2009 when an unlikely Wharton grad was setting in motion a fraud of unprecedented gall and magnitude--one that would come to symbolize the next great threat to the global financial system. Billion Dollar Whale will become a classic, harrowing parable about the financial world in the twenty-first century.

    About three quarters of the jobs created in the United States since the great recession pay only a bit more than minimum wage. Still, the United States has more millionaires and billionaires than any country ever, and we continue to mint them.In this eye-opening book, renowned economist and bestselling author Tyler Cowen explains that phenomenon: High earners are taking ever more advantage of machine intelligence in data analysis and achieving ever-better results. Meanwhile, low earners who haven’t committed to learning, to making the most of new technologies, have poor prospects. Nearly every business sector relies less and less on manual labor, and this fact is forever changing the world of work and wages. A steady, secure life somewhere in the middle—average—is over.With The Great Stagnation, Cowen explained why median wages stagnated over the last four decades; in Average Is Over he reveals the essential nature of the new economy, identifies the best path forward for workers and entrepreneurs, and provides readers with actionable advice to make the most of the new economic landscape. It is a challenging and sober must-read but ultimately exciting, good news. In debates about our nation’s economic future, it will be impossible to ignore.

    What should we do, or leave undone, in a day or a lifetime? How much messiness should we accept? What balance of new activities and familiar favorites is the most fulfilling? These may seem like uniquely human quandaries, but they are not: computers, too, face the same constraints, so computer scientists have been grappling with their version of such issues for decades. And the solutions they've found have much to teach us.In a dazzlingly interdisciplinary work, acclaimed author Brian Christian and cognitive scientist Tom Griffiths show how the algorithms used by computers can also untangle very human questions. They explain how to have better hunches and when to leave things to chance, how to deal with overwhelming choices and how best to connect with others. From finding a spouse to finding a parking spot, from organizing one's inbox to understanding the workings of memory, Algorithms to Live By transforms the wisdom of computer science into strategies for human living.

    Acclaimed by The Wall Street Journal as "brilliantly researched and written," the book tells the rich, panoramic story of four generations of Morgans and the powerful, secretive firms they spawned. It is the definitive account of the rise of the modern financial world. A gripping history of banking and the booms and busts that shaped the world on both sides of the Atlantic, The House of Morgan traces the trajectory of the J. P. Morgan empire from its obscure beginnings in Victorian London to the crash of 1987. Ron Chernow paints a fascinating portrait of the private saga of the Morgans and the rarefied world of the American and British elite in which they moved. Based on extensive interviews and access to the family and business archives, The House of Morgan is an investigative masterpiece, a compelling account of a remarkable institution and the men who ran it, and an essential book for understanding the money and power behind the major historical events of the last 150 years.

    When hearing those words just a couple of years back, people used to say: It’s a scam, financial bubble IThere is no point in investing, the price is too low INo country will ever recognize cryptocurrency IIt’s an obvious pyramid scheme IIt’s a sort of amusement for nerds IIt's not serious, it will collapse in a couple of years. Until recently, cryptocurrency had been viewed as a sort of amusement for a handful of the chosen who bought and sold something and believed that a new currency would make a hit one day! You surely were also among those people who did not take Bitcoin and cryptocurrency seriously, but the current events gag even the biggest skeptics. Current Bitcoin price is 6,644$* The price of the most popular cryptocurrency repeatedly breaks all the unthinkable records. Capitalization is about $120 billion World recognition The world's largest economies – India and Japan – recognized Bitcoin as the official currency. The US authorities recognized cryptocurrency as the asset. And this is just the beginning. Mining on an industrial scale The cryptocurrency market is extremely fast-changing, and it is almost impossible to monitor the situation and make the right decisions on your own. Most people have no proper experience, time and money for that. My book gives basic yet quite extensive information for those people who do not chase a rainbow but want to build a long-term profitable business in one of the cryptocurrency areas: from mining to investing. So, this book is not about: Illegal ways of making money Praising cryptocurrency and urging you to invest in it to the last penny Fraud techniques and making a fast buck Boring and pointless theory Ways to earn millions without investments and risks This book will help you get to learn the following: Which way of making money in cryptocurrency market suits you best. Where should you start if you have just $500. What information about cryptocurrency the experts withhold (Take the rose-colored glasses off!). How to elaborate a personal strategy, set up your own cryptocurrency business and earn your first $3,000-10,000 as early as 2018. I can also guarantee that you: Puzzle out the main present-day currency trend even if you are clueless about economics, finance and technology. Understand whether you really want to invest in cryptocurrency (perhaps, this type of business doesn’t suit you at all and you will save your time) Get to learn how to check the risks and not to invest in the first available currency Having considered my experience, protect yourself from possible failures and pouring money down the drain which will inevitably happen if you go it blind.

    In Your Money and Your Brain, Jason Zweig explains why smart people make stupid financial decisions -- and what they can do to avoid these mistakes. Zweig, a veteran financial journalist, draws on the latest research in neuroeconomics, a fascinating new discipline that combines psychology, neuroscience, and economics to better understand financial decision making. He shows why we often misunderstand risk and why we tend to be overconfident about our investment decisions. Your Money and Your Brain offers some radical new insights into investing and shows investors how to take control of the battlefield between reason and emotion. Your Money and Your Brain is as entertaining as it is enlightening. In the course of his research, Zweig visited leading neuroscience laboratories and subjected himself to numerous experiments. He blends anecdotes from these experiences with stories about investing mistakes, including confessions of stupidity from some highly successful people. Then he draws lessons and offers original practical steps that investors can take to make wiser decisions. Anyone who has ever looked back on a financial decision and said, "How could I have been so stupid?" will benefit from reading this book.

    Reveals how to run an online business profitably in spite of the Internet's inherently free culture, disseminating the principles of a ''priceless economy'' in six categories that pertain to advertising, labor exchange, and advanced-version fees.

    Like many others, I feel like I have learned more in the last couple of years studying Bitcoin than I have during two decades of formal education. The following lessons are a distillation of what I’ve learned. First published as an article series titled “What I’ve Learned From Bitcoin,” what follows can be seen as a third edition of the original series. Like Bitcoin, these lessons aren’t a static thing. I plan to work on them periodically, releasing updated versions and additional material in the future.Bitcoin is an inexhaustible teacher, which is why I do not claim that these lessons are all-encompassing or complete. They are a reflection of my personal journey down the rabbit hole. There are many more lessons to be learned, and every person will learn something different from entering the world of Bitcoin. I hope that you will find these lessons useful and that the process of learning them by reading won’t be as arduous and painful as learning them firsthand.

    Who thought up paper money? What was the secret element that made the Gutenberg printing press possible? And what is the connection between The Da Vinci Code and the collapse of Lehman Brothers? Fifty Inventions That Shaped the Modern Economy paints an epic picture of change in an intimate way by telling the stories of the tools, people, and ideas that had far-reaching consequences for all of us. From the plough to artificial intelligence, from Gillette’s disposable razor to IKEA’s Billy bookcase, bestselling author and Financial Times columnist Tim Harford recounts each invention’s own curious, surprising, and memorable story. Invention by invention, Harford reflects on how we got here and where we might go next. He lays bare often unexpected connections: how the bar code undermined family corner stores, and why the gramophone widened inequality. In the process, he introduces characters who developed some of these inventions, profited from them, and were ruined by them, as he traces the principles that helped explain their transformative effects. The result is a wise and witty book of history, economics, and biography.