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

    And how to move all of this data becomes nearly as important as the data itself. If you� re an application architect, developer, or production engineer new to Apache Kafka, this practical guide shows you how to use this open source streaming platform to handle real-time data feeds.Engineers from Confluent and LinkedIn who are responsible for developing Kafka explain how to deploy production Kafka clusters, write reliable event-driven microservices, and build scalable stream-processing applications with this platform. Through detailed examples, you� ll learn Kafka� s design principles, reliability guarantees, key APIs, and architecture details, including the replication protocol, the controller, and the storage layer.Understand publish-subscribe messaging and how it fits in the big data ecosystem.Explore Kafka producers and consumers for writing and reading messagesUnderstand Kafka patterns and use-case requirements to ensure reliable data deliveryGet best practices for building data pipelines and applications with KafkaManage Kafka in production, and learn to perform monitoring, tuning, and maintenance tasksLearn the most critical metrics among Kafka� s operational measurementsExplore how Kafka� s stream delivery capabilities make it a perfect source for stream processing systems

    Difficult issues need to be figured out, such as scalability, consistency, reliability, efficiency, and maintainability. In addition, we have an overwhelming variety of tools, including relational databases, NoSQL datastores, stream or batch processors, and message brokers. What are the right choices for your application? How do you make sense of all these buzzwords?In this practical and comprehensive guide, author Martin Kleppmann helps you navigate this diverse landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications. Peer under the hood of the systems you already use, and learn how to use and operate them more effectively Make informed decisions by identifying the strengths and weaknesses of different tools Navigate the trade-offs around consistency, scalability, fault tolerance, and complexity Understand the distributed systems research upon which modern databases are built Peek behind the scenes of major online services, and learn from their architectures

    This report, part of the GoodPlay Project, undertaken by researchers at Harvard Graduate School of Education's Project Zero, investigates the ethical fault lines of such digital pursuits. The authors argue that five key issues are at stake in the new media: identity, privacy, ownership and authorship, credibility, and participation. Drawing on evidence from informant interviews, emerging scholarship on new media, and theoretical insights from psychology, sociology, political science, and cultural studies, the report explores the ways in which youth may be redefining these concepts as they engage with new digital media. The authors propose a model of "good play" that involves the unique affordances of the new digital media; related technical and new media literacies; cognitive and moral development and values; online and offline peer culture; and ethical supports, including the absence or presence of adult mentors and relevant educational curricula. This proposed model for ethical play sets the stage for the next part of the GoodPlay project, an empirical study that will invite young people to share their stories of engagement with the new digital media.The John D. and Catherine T. MacArthur Foundation Reports on Digital Media and Learning

    This is complexity. But too many leaders approach complexity the wrong way - they push their people harder and harder and tackle problems one at a time over months, sometimes even years, and nearly always in a linear fashion. It's like setting a pot of water on "low" and waiting for it to boil. To solve the seemingly intractable challenges that leaders bang their heads against for months - to get the metaphorical water to boil - you must generate a high amount of heat very quickly. In this book, the authors share their proven formula for dramatically shortening the process and solving an organization's toughest challenges in mere days.

    Candlestick Charting Explained features updated charts and analysis as well as new material on integrating Western charting analysis with Japanese candlestick analysis, grouping candlesticks into families, detecting and avoiding false signals, and more.

    If you have ever asked yourself why you do what you do, or wondered what your purpose is in leadership or in life, this book is for you. As the lives of a coach, a CEO, and a janitor intersect in this captivating parable you will journey deep into the heart of leadership where the answers to many of life's most important questions can be found.Whether you're leading in business, sports, or in your own family, this inspiring story will show you how to take the first - and most important - step in becoming the leader you were meant to be. Lead for God's Sake truly is much more than a simple statement. It's a calling!"Seldom have I found this kind of practical wisdom presented in such a delightful, engaging and compelling narrative. As a business leader, I found its "takeaways" right on targettouching life where the rubber meets the road. I wasn't able to put it down. It's that good!"John D. Beckett,

    With the sophisticated algorithms in this book, you can write smart programs to access interesting datasets from other web sites, collect data from users of your own applications, and analyze and understand the data once you've found it.Programming Collective Intelligence takes you into the world of machine learning and statistics, and explains how to draw conclusions about user experience, marketing, personal tastes, and human behavior in general -- all from information that you and others collect every day. Each algorithm is described clearly and concisely with code that can immediately be used on your web site, blog, Wiki, or specialized application. This book explains:Collaborative filtering techniques that enable online retailers to recommend products or media Methods of clustering to detect groups of similar items in a large dataset Search engine features -- crawlers, indexers, query engines, and the PageRank algorithm Optimization algorithms that search millions of possible solutions to a problem and choose the best one Bayesian filtering, used in spam filters for classifying documents based on word types and other features Using decision trees not only to make predictions, but to model the way decisions are made Predicting numerical values rather than classifications to build price models Support vector machines to match people in online dating sites Non-negative matrix factorization to find the independent features in a dataset Evolving intelligence for problem solving -- how a computer develops its skill by improving its own code the more it plays a game Each chapter includes exercises for extending the algorithms to make them more powerful. Go beyond simple database-backed applications and put the wealth of Internet data to work for you. "Bravo! I cannot think of a better way for a developer to first learn these algorithms and methods, nor can I think of a better way for me (an old AI dog) to reinvigorate my knowledge of the details."-- Dan Russell, Google "Toby's book does a great job of breaking down the complex subject matter of machine-learning algorithms into practical, easy-to-understand examples that can be directly applied to analysis of social interaction across the Web today. If I had this book two years ago, it would have saved precious time going down some fruitless paths."-- Tim Wolters, CTO, Collective Intellect

    In this book, you’ll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch. If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with hacking skills you need to get started as a data scientist. Today’s messy glut of data holds answers to questions no one’s even thought to ask. This book provides you with the know-how to dig those answers out. Get a crash course in Python Learn the basics of linear algebra, statistics, and probability—and understand how and when they're used in data science Collect, explore, clean, munge, and manipulate data Dive into the fundamentals of machine learning Implement models such as k-nearest Neighbors, Naive Bayes, linear and logistic regression, decision trees, neural networks, and clustering Explore recommender systems, natural language processing, network analysis, MapReduce, and databases

    "Web Analytics 2.0" presents a new framework that will permanently change how you think about analytics. It provides specific recommendations for creating an actionable strategy, applying analytical techniques correctly, solving challenges such as measuring social media and multichannel campaigns, achieving optimal success by leveraging experimentation, and employing tactics for truly listening to your customers. The book will help your organization become more data driven while you become a super analysis ninja Note: CD-ROM/DVD and other supplementary materials are not included as part of eBook file.

    If your job requires you to manage and analyze all kinds of data, turn to Head First Data Analysis, where you'll quickly learn how to collect and organize data, sort the distractions from the truth, find meaningful patterns, draw conclusions, predict the future, and present your findings to others. Whether you're a product developer researching the market viability of a new product or service, a marketing manager gauging or predicting the effectiveness of a campaign, a salesperson who needs data to support product presentations, or a lone entrepreneur responsible for all of these data-intensive functions and more, the unique approach in Head First Data Analysis is by far the most efficient way to learn what you need to know to convert raw data into a vital business tool. You'll learn how to:Determine which data sources to use for collecting information Assess data quality and distinguish signal from noise Build basic data models to illuminate patterns, and assimilate new information into the models Cope with ambiguous information Design experiments to test hypotheses and draw conclusions Use segmentation to organize your data within discrete market groups Visualize data distributions to reveal new relationships and persuade others Predict the future with sampling and probability models Clean your data to make it useful Communicate the results of your analysis to your audience Using the latest research in cognitive science and learning theory to craft a multi-sensory learning experience, Head First Data Analysis uses a visually rich format designed for the way your brain works, not a text-heavy approach that puts you to sleep.

    Data sets such as customer transactions for a mega-retailer, weather patterns monitored by meteorologists, or social network activity can quickly outpace the capacity of traditional data management tools. If you need to develop or manage big data solutions, you'll appreciate how these four experts define, explain, and guide you through this new and often confusing concept. You'll learn what it is, why it matters, and how to choose and implement solutions that work.Effectively managing big data is an issue of growing importance to businesses, not-for-profit organizations, government, and IT professionals Authors are experts in information management, big data, and a variety of solutions Explains big data in detail and discusses how to select and implement a solution, security concerns to consider, data storage and presentation issues, analytics, and much more Provides essential information in a no-nonsense, easy-to-understand style that is empowering Big Data For Dummies cuts through the confusion and helps you take charge of big data solutions for your organization.

    Years hunched over books and articles, writing essays late into the night on the science and art of your chosen profession. Through hard work and determination, alongside lots of experience, you’ve now become pretty good at it. So good in fact, that you have been asked to stop doing it all the time. You’ve been asked to manage a team.Now, you’ve got to assess people, develop them, write their appraisals and help them to help you, and the business you work for, deliver results.This is the book that will get you there fast.Authored by Sue Willcock, who with 25 years of experience in professional services, wrote this book with the busy professional in mind – easy to read and packed full of tips you can use straight away.Sue originally qualified as a Chartered Surveyor before moving into business management roles, including a period as a Partner at a Top 5 Construction Consultancy. For the last 10 years, Sue has worked as a people development consultant focusing on professional services, working with individuals, teams and organisations.

    and without chasing after clients!In The Rookie Copywriter’s Survival Guide, master copywriter and serial entrepreneur Doberman Dan, shows how anybody with just mediocre... or even NO copywriting skills... can make a LOT of money in a very short period of time.This isn’t the typical “pay your dues and work for peanuts” advice often given to rookie copywriters or people who are thinking of getting into the business of copywriting. It’s a unique way you can get paid... and paid very well... while you learn the craft of direct response copywriting.Dan reveals the exact plan he used to break free from a low paying dead-end job and went on to make MILLIONS while becoming one of the most in-demand copywriters in the country. Dan has used his copywriting skills to “bootstrap” numerous businesses over the past 20 years... with nothing but a yellow notepad, pen and the gray matter between his ears. Time and time again... in a plethora of markets and niches.You’ll discover the highly profitable secrets from a battle-hardened grizzled veteran entrepreneur, marketer and copywriter that can only be gained from decades of hard-won “in the trenches” experience.Who is Doberman Dan?After twelve years as a full-time inner city police officer and 9 years of part-time consecutive entrepreneurial failures, Dan finally discovered the secrets of the most successful copywriters and direct marketers in the world. After his 9 years of “trial by fire” business failures, he finally “hit a home run” in the mail order business. He went on to apply his successful marketing and copywriting experience to online marketing... for his own businesses and also as a consultant to some of the most successful businesses in the country.

    For some, blogging is a pastime, a hobby, something to fulfil a creative need. But some take blogging one step further. Many individuals, with no special training, are using their blog/s as a part-time or even a full-time job. You may already have a blog that could do with a few more visitors. Or maybe you’re thinking of setting up a blog but are not sure where to start. The question most people ask me is ‘How do I get visitors to my blog?’ It’s like setting up a shop on the High Street and facing the challenge of getting people in the door. The good news is – I have answers that will see your visitor count lift substantially. All you need is a computer, an internet connection and a brain (your own preferably). Here’s what you don’t need: money. This book answers your blogging questions in a practical and straightforward way. How My Blog Got 1 Million Visits In 7 Months has been designed to show you how to drive people to your blog – and how to keep them coming back, time after time. It’s designed for bloggers and for those who have websites that could do with more traffic. I’m a multi-award winning blogger and publisher and have been for over eight years. When I first started blogging, I got very excited to see that one person kept visiting my site. That was until I realised that the analytics was, in fact, counting me as a visitor. I’ve learned a lot since. My latest blog broke through the 1,000,000 visit mark after just 7 months. As a result, my blog is now a profitable business. I haven’t spent a penny on advertising and I spend about 30 minutes a day blogging at most. I’ve picked up a large-scale book deal as a direct result of my blog. In this book, I’ll show you the basics of setting up your blog; how to write content that people will just want to click on and share with their friends; how to create viral posts that will see your visitor statistics balloon; how to write content for your website that will sell your services or products; how to optimise your posts for search engines and how to make money from your blog. My promise to you is this - if you use the tips and tricks that I am about to show you, your site will get more traffic and you can start making money from it. These are proven techniques that you can start implementing on your blog straight away. Run the kind of blog that other bloggers envy. Be the kind of blogger that people marvel at. It’ll make you feel pretty good, I guarantee it. Find out how right now. *** “Patric Morgan's How My Blog Got 1 Million Visitors in 7 Months makes me sick! I've got 15,000+ people on my combined social media and I've never gotten even close to a million visits on my site. Screw you, Patric! However – I have read through his book and have found some cool tricks to steal and apply. Shh...don't tell him.” Vicki Abelson, Author of ‘Don't Jump’, published October '15 from Carl Reiner's Random Content. “What an absolutely incredible 'How to Guide'. This book will give you the tools you need to increase your web traffic and create a viral sensation from your blog or website. Follow the common sense approach within these pages and maybe you'll be writing your own success story very soon. A must read for any avid blogger trying to step up into the big leagues. Buy it now!” Nigel Shinner, Author of the critically acclaimed novel ‘From Within’ “It’s good to read something that actually delivers on the title of the book.