This guide also helps you understand the many data-mining techniques in use today.Based on an MBA course Provost has taught at New York University over the past ten years, Data Science for Business provides examples of real-world business problems to illustrate these principles. You’ll not only learn how to improve communication between business stakeholders and data scientists, but also how participate intelligently in your company’s data science projects. You’ll also discover how to think data-analytically, and fully appreciate how data science methods can support business decision-making.Understand how data science fits in your organization—and how you can use it for competitive advantageTreat data as a business asset that requires careful investment if you’re to gain real valueApproach business problems data-analytically, using the data-mining process to gather good data in the most appropriate wayLearn general concepts for actually extracting knowledge from dataApply data science principles when interviewing data science job candidates

    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.

    Each chapter is relatively self-contained and can be used as a unit of study. The algorithms are described in English and in a pseudocode designed to be readable by anyone who has done a little programming. The explanations have been kept elementary without sacrificing depth of coverage or mathematical rigor.

    The problem is that all of those lines of JavaScript code can slow down your apps. This book reveals techniques and strategies to help you eliminate performance bottlenecks during development. You'll learn how to improve execution time, downloading, interaction with the DOM, page life cycle, and more. Yahoo! frontend engineer Nicholas C. Zakas and five other JavaScript experts -- Ross Harmes, Julien Lecomte, Steven Levithan, Stoyan Stefanov, and Matt Sweeney -- demonstrate optimal ways to load code onto a page, and offer programming tips to help your JavaScript run as efficiently and quickly as possible. You'll learn the best practices to build and deploy your files to a production environment, and tools that can help you find problems once your site goes live. Identify problem code and use faster alternatives to accomplish the same task Improve scripts by learning how JavaScript stores and accesses data Implement JavaScript code so that it doesn't slow down interaction with the DOM Use optimization techniques to improve runtime performance Learn ways to ensure the UI is responsive at all times Achieve faster client-server communication Use a build system to minify files, and HTTP compression to deliver them to the browser

    This long-awaited revision contains changes throughout the text. There are new implementations of most of the major programming systems in the book, including the interpreters and compilers, and the authors have incorporated many small changes that reflect their experience teaching the course at MIT since the first edition was published. A new theme has been introduced that emphasizes the central role played by different approaches to dealing with time in computational models: objects with state, concurrent programming, functional programming and lazy evaluation, and nondeterministic programming. There are new example sections on higher-order procedures in graphics and on applications of stream processing in numerical programming, and many new exercises. In addition, all the programs have been reworked to run in any Scheme implementation that adheres to the IEEE standard.

    With this imaginative, informative, and amply illustrated guide to drawing, it's amazingly easy for kids to make those art dreams come true. After a brief overview of tools and materials, the entertaining hands-on activities begin with contour drawing techniques. With the help of lots of exercises, budding artists will learn the basic elements of shapes (lines, dots, circles) and see how to combine them to make familiar forms. They'll find out how to produce the illusion of volume with shading techniques; create perspective; accurately recreate landscapes, people, animals, and nature; develop interesting compositions; and more.

    Open your students' minds to the wonders of philosophy. Allow them to grapple with the questions philosophers have discussed since the ancient Greeks. Questions include: "Who are your friends?," "Can computers think?," "Can something logical not make sense?," and "Can you think about nothing?" Young minds will find these questions to be both entertaining and informative. If you have ever wondered about questions like these, you are well on the way to becoming a philosopher! "Philosophy for Kids" offers young people (ages 10 and up) the opportunity to become acquainted with the wonders of philosophy. Packed with exciting activities arranged around the topics of values, knowledge, reality, and critical thinking, this book can be used individually or by the whole class. Each activity allows kids to increase their understanding of philosophical concepts and issues and enjoy themselves at the same time. In addition to learning about a challenging subject, students philosophizing in a classroom setting, as well as the casual reader of "Philosophy for Kids," will sharpen the ability to think critically about these and similar questions. Experiencing the enjoyment of philosophical thought enhances a young person's appreciation for the importance of reasoning throughout the traditional curriculum of subjects. The book includes activities, teaching tips, a glossary of terms, and suggestions for further reading. Grades 4-12

    It reveals how children adapt to and are influenced by different parenting styles and how safeguarding their emotional development is the key to creating a more peaceful, harmonious, and sustainable world.Practical advice for raising a well-adjusted child includes tips on:Supporting your child's developing emotional intelligenceUnderstanding how your childhood has influenced your own emotional make-upHelping you achieve your full parenting potentialParenting for a Peaceful World is for parents, child health professionals, teachers, and adults seeking to heal and grow.Robin Grille is an internationally renowned author, speaker, educator, psychologist, and psychotherapist specializing in child development, parenting issues, and family relationships.

    You'll also learn how to make your programs interactive and how to test your code safely before adding it to a project. In the second half of the book, you'll put your new knowledge into practice with three substantial projects: a Space Invaders-inspired arcade game, data visualizations with Python's super-handy libraries, and a simple web app you can deploy online.As you work through Python Crash Course, you'll learn how to: Use powerful Python libraries and tools, including matplotlib, NumPy, and PygalMake 2D games that respond to keypresses and mouse clicks, and that grow more difficult as the game progressesWork with data to generate interactive visualizationsCreate and customize simple web apps and deploy them safely onlineDeal with mistakes and errors so you can solve your own programming problemsIf you've been thinking seriously about digging into programming, Python Crash Course will get you up to speed and have you writing real programs fast. Why wait any longer? Start your engines and code!

    We wonder why, for some people, success seems to come so naturally.Could the secret be how they were parented?This book unveils how parenting helped shape some of the most fascinating people you will ever encounter, by doing things that almost any parent can do. You don't have to be wealthy or influential to ensure your child reaches their greatest potential. What you do need is commitment--and the strategies outlined in this book.In The Formula: Unlocking the Secrets to Raising Highly Successful Children, Harvard economist Ronald Ferguson, named in a New York Times profile as the foremost expert on the US educational achievement gap, along with award-winning journalist Tatsha Robertson, reveal an intriguing blueprint for helping children from all types of backgrounds become successful adults.Informed by hundreds of interviews, the book includes never-before-published insights from the How I was Parented Project at Harvard University, which draws on the varying life experiences of 120 Harvard students. Ferguson and Robertson have isolated a pattern with eight roles of the Master Parent that make up the Formula: the Early Learning Partner, the Flight Engineer, the Fixer, the Revealer, the Philosopher, the Model, the Negotiator, and the GPS Navigational Voice.The Formula combines the latest scientific research on child development, learning, and brain growth and illustrates with life stories of extraordinary individuals--from the Harvard-educated Ghanian entrepreneur who, as the young child of a rural doctor, was welcomed in his father's secretive late-night political meetings; to the nation's youngest state-wide elected official, whose hardworking father taught him math and science during grueling days on the family farm in Kentucky; to the DREAMer immigration lawyer whose low-wage mother pawned her wedding ring to buy her academically outstanding child a special flute.The Formula reveals strategies on how you--regardless of race, class, or background--can help your children become the best they can be and shows ways to maximize their chances for happy and purposeful lives.

    You'll find the latest methodologies for the design of effective test cases, including information on psychological and economic principles, managerial aspects, test tools, high-order testing, code inspections, and debugging. Accessible, comprehensive, and always practical, this edition provides the key information you need to test successfully, whether a novice or a working programmer. Buy your copy today and end up with fewer bugs tomorrow.

    We will no longer be passive bystanders to the dance of the universe, but will become creative choreographers of matter, life, and intelligence.The first section of Visions presents a shocking look at a cyber-world infiltrated by millions of tiny intelligence systems. Part two illustrates how the decoding of DNA's genetic structure will allow humans the "godlike ability to manipulate life almost at will." Finally, VISIONS focuses on the future of quantum physics, in which physicists will perfect new ways to manipulate matter and harness the cosmic energy of the universe.What makes Michio Kaku's vision of the science of the future so compelling--and so different from the mere forecasts of most thinkers--is that it is based on the groundbreaking research taking place in labs today, as well as the consensus of over 150 of Kaku's scientific colleagues. Science, for all its breathtaking change, evolves slowly; we can accurately predict, asserts Kaku, what the direction of science will be, based on the paths that are being forged today.A thrilling, unique narrative that brings together the thinking of many of the world's most accomplished scientists to explore the world of the future, Visions is science writing at its best.

    For many, home values are still too low and unemployment is still too high. Others have prospered despite the ups and downs. In Clark Howard's Living Large for the Long Haul, the renowned broadcaster examines our new paradigm through the eyes of those whose financial portfolios have beaten the odds, and those whose economic situation has gone off course. Through these fascinating personal accounts, listeners will uncover amazing opportunities and smart decisions, finding advantages in bleak times for lasting payoffs in the long run.

    The long-anticipated revision of this best-selling text offers the most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence. *NEW-Nontechnical learning material-Accompanies each part of the book. *NEW-The Internet as a sample application for intelligent systems-Added in several places including logical agents, planning, and natural language. *NEW-Increased coverage of material - Includes expanded coverage of: default reasoning and truth maintenance systems, including multi-agent/distributed AI and game theory; probabilistic approaches to learning including EM; more detailed descriptions of probabilistic inference algorithms. *NEW-Updated and expanded exercises-75% of the exercises are revised, with 100 new exercises. *NEW-On-line Java software. *Makes it easy for students to do projects on the web using intelligent agents. *A unified, agent-based approach to AI-Organizes the material around the task of building intelligent agents. *Comprehensive, up-to-date coverage-Includes a unified view of the field organized around the rational decision making pa

    For others, it's a boring, stressful, and frustrating waste of time. If your child is in the second category, why keep tormenting them? Instead, why not help them find an educational environment where they feel genuinely motivated, excited, and empowered?In this eye-opening book, Blake Boles makes the case for leaving conventional school and taking one of the many alternative paths through K-12 that exist today. He addresses parents' major concerns about unconventional education—Can my kids still go to college? Will they still be employable? How will they learn to work hard?—while highlighting the hidden benefits of self-directed learning, such as improved parent-child relationships, a more balanced decision-making process regarding college, and a heightened sense of autonomy and connection.Drawing upon 15 years of work as a mentor and guide for adolescents in alternative and experiential learning environments—as well as his own unconventional life path—Boles weaves together narrative, theory, and research to build a powerful argument for granting children unusual levels of freedom and responsibility.