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.

    In this honest, frank analysis, Paul and Brendan Moynihan revisit the events that led to Paul's disastrous decision and examine the psychological factors behind bad financial practices in several economic sectors.This book—winner of a 2014 Axiom Business Book award gold medal—begins with the unbroken string of successes that helped Paul achieve a jet-setting lifestyle and land a key spot with the Chicago Mercantile Exchange. It then describes the circumstances leading up to Paul's $1.6 million loss and the essential lessons he learned from it—primarily that, although there are as many ways to make money in the markets as there are people participating in them, all losses come from the same few sources.Investors lose money in the markets either because of errors in their analysis or because of psychological barriers preventing the application of analysis. While all analytical methods have some validity and make allowances for instances in which they do not work, psychological factors can keep an investor in a losing position, causing him to abandon one method for another in order to rationalize the decisions already made. Paul and Moynihan's cautionary tale includes strategies for avoiding loss tied to a simple framework for understanding, accepting, and dodging the dangers of investing, trading, and speculating.

    What if life were like a video game? How can we incorporate creative work and the desire to build something into our routine? What truly matters?

    of Wisconsin-Madison) and Wichern (Texas A&M U.) present the newest edition of this college text on the statistical methods for describing and analyzing multivariate data, designed for students who have taken two or more statistics courses. The fifth edition includes the addition of seve

    Stock Market 101 cuts out the boring explanations of basic investing, and instead provides hands-on lessons that keep you engaged as you learn how to build a portfolio and expand your wealth. From bull markets to bear markets to sideways markets, this primer is packed with hundreds of entertaining tidbits and concepts that you won't be able to get anywhere else. So whether you're looking to master the major principles of stock market investing or just want to learn more about how the market shifts over time, Stock Market 101 has all the answers--even the ones you didn't know you were looking for.

    He is an ordinary person with a knack for identifying trends and discovering great investments hidden in everyday life. In early 2007, he invested $20,000 in the stock market, and in three years it grew to just over $2 million. With Laughing at Wall Street, you'll see: -How Facebook friends helped a young parent invest in the wildly successful children's show, Chuggington--and saw her stock values climb 50% -How an everyday trip to 7-Eleven alerted a teenager to short Snapple stock--and tripled his money in seven days -How $1000 invested consecutively in Uggs, True Religion jeans, and Crocs over five years grew to $750,000 -How Michelle Obama caused J. Crew's stock to soar 186%, and Wall Street only caught up four months later! Engaging, narratively-driven, and without complicated financial analysis, Camillo's stock picking methodology proves that you do not need large sums of money or fancy market data to become a successful investor.

    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!

    - Jim Rogers, author of Hot Commodities and Investment Biker "An invaluable road map for managing risk in the markets. Tom's methodology has given us the discipline and confidence to look around corners for our clients for almost twenty years." - James A. Parish, President and COO, Morgan Keegan & Co., Private Client Group "Tom Dorsey continues to be one of the foremost authorities on Point and Figure charting. His relative strength analyses are essential for investors and traders alike. Furthermore, I always want to know what his NYSE Bullish Percent Indicators is "saying." - Lawrence G. McMillan, President, McMillan Analysis Corp., "Tom Dorsey has done it again...he has taken his 30-plus years of unending devotion, talents, and insights in technical analysis and applied them to Exchange Traded Funds. He begins with the history of ETFs, explains how different they are from mutual funds, and then applies his expertise in Point and Figure charting to help traders and investors time their purchases and sales." - Ralph J. Acampora, CMT, Director of Technical research, Knight Capital "Reading Tom Dorsey's Point & Figure Charting is the like procuring a road map before you begin a journey. It's a comprehensive look at how to succeed in the markets. This book is not only essential but easy to follow for everyone." - Paulo Pinto, CEO, Dif Broker "Point and Figure Charting has become a valuable part of my daily trading routine. As an investment professional, it makes perfect sense to use Tom's methods in conjunction with fundamental analysis." - Damion Carufe, Investment Professional

    Written shortly before his death in 1940, How to Trade Stocks offered traders their first account of that famously tight-lipped operator's trading system. Written in Livermore's inimitable, no-nonsense style, it interweaves fascinating autobiographical and historical details with step-by-step guidance on: Reading market and stock behaviors Analyzing leading sectors Market timing Money management Emotional control In this new edition of that classic, trader and top Livermore expert Richard Smitten sheds new light on Jesse Livermore's philosophy and methods. Drawing on Livermore's private papers and interviews with his family, Smitten provides priceless insights into the Livermore trading formula, along with tips on how to combine it with contemporary charting techniques. Also included is the Livermore Market Key, the first and still one of the most accurate methods of tracking and recording market patterns Jesse Livermore is a stock market legend who made and lost four stock market fortunes in 40 years. Livermore's revolutionary timing techniques, money management systems, and high-momentum approach to trading are as valid today as they were three-quarters of a century ago. Richard Smitten teaches the “Jesse Livermore Trading System" and is developing "Trade Like Jesse Livermore" software. His other books include How to Trade Like Jesse Livermore and a number of novels About The Author: Jesse Livermore is a stock market legend who made and lost four stock market fortunes in 40 years. Livermore's revolutionary timing techniques, money management systems, and high-momentum approach to trading are as valid today as they were three-quarters of a century ago. Richard Smitten teaches the “Jesse Livermore Trading System" and is developing "Trade Like Jesse Livermore" software. His other books include How to Trade Li

    More than 4 million people have attended his live events. Oprah Winfrey calls him super-human. Now for the first time - in his first book in two decades - he's turned to the topic that vexes us all: How to secure financial freedom for ourselves and our families. Based on extensive research and one-on-one interviews with more than 50 of the most legendary financial experts in the world - from Carl Icahn and Warren Buffett, to Ray Dalio and Steve Forbes - Tony Robbins has created a simple 7-step blueprint that anyone can use for financial freedom.Robbins has a brilliant way of using metaphor and story to illustrate even the most complex financial concepts - making them simple and actionable. With expert advice on our most important financial decisions, Robbins is an advocate for the reader, dispelling the myths that often rob people of their financial dreams.Tony Robbins walks readers of every income level through the steps to become financially free by creating a lifetime income plan. This book delivers invaluable information and essential practices for getting your financial house in order. MONEY: Master the Game is the book millions of people have been waiting for.

    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.

    Wealthy, powerful, and potentially dangerous, hedge fund moguls have become the It Boys of twenty-first ­century capitalism. Ken Griffin of Citadel started out trading convertible bonds from his dorm room at Harvard. Julian Robertson staffed his hedge fund with college athletes half his age, then he flew them to various retreats in the Rockies and raced them up the mountains. Paul Tudor Jones posed for a magazine photograph next to a killer shark and happily declared that a 1929-style crash would be "total rock-and-roll" for him. Michael Steinhardt was capable of reducing underlings to sobs. "All I want to do is kill myself," one said. "Can I watch?" Steinhardt responded. Finance professors have long argued that beating the market is impossible, and yet drawing on insights from physics, economics, and psychology, these titans have cracked the market's mysteries and gone on to earn fortunes. Their innovation has transformed the world, spawning new markets in exotic financial instruments and rewriting the rules of capitalism. More than just a history, More Money Than God is a window on tomorrow's financial system. Hedge funds have been left for dead after past financial panics: After the stock market rout of the early 1970s, after the bond market bloodbath of 1994, after the collapse of Long Term Capital Management in 1998, and yet again after the dot-com crash in 2000. Each time, hedge funds have proved to be survivors, and it would be wrong to bet against them now. Banks such as CitiGroup, brokers such as Bear Stearns and Lehman Brothers, home lenders such as Fannie Mae and Freddie Mac, insurers such as AIG, and money market funds run by giants such as Fidelity-all have failed or been bailed out. But the hedge fund industry has survived the test of 2008 far better than its rivals. The future of finance lies in the history of hedge funds.

    In this day and age, young people can't afford to repeat the financial mistakes made by their parents. Thankfully, there is a way for the middle class of today to build wealth and be happy. This practical guide will lead you through the life-long journey of financial independence, free from money related stress and empowered to live life the way you want. In Building Wealth And Being Happy: A Practical Guide To Financial Independence, you'll learn:- How to slowly get rich over many years and retire early- How to have a positive, healthy relationship with money- Whether you should use a financial advisor or DIY- Whether you should rent or buy the place you live in- Whether you should partake in socially responsible and green investments- If you can trust the stock market- If you should invest in real estate or gold- And much, much more...

    You'll discover:Why the assumptions behind financial data matter- What income statements, balance sheets, and cash flow statements really reveal- How to use ratios to assess your venture's financial health- How to calculate return on your investments in your enterprise- Ways to use financial information to do your own job better- How to instill financial intelligence throughout your teamAuthoritative and accessible, Financial Intelligence for Entrepreneurs empowers you to "talk numbers" confidently with colleagues, partners, and employees-- and fully understand how to use financial data to make better decisions for your business.

    "-O'Shaughnessy's conclusion that some strategies do produce consistently strong results while others underperform could shake up the investment business."-Barron's. The New York Times and Business Week bestseller, What Works on Wall Street is now updated throughout to include the most current data available and 50 new sample portfolios. Hailed as "a great book" by Forbes, What Works on Wall Street is a must read for any investor looking to make savvy, historically informed decisions.