Book picks similar to
Measuring Data Quality for Ongoing Improvement: A Data Quality Assessment Framework by Laura Sebastian-Coleman
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databases
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Think Like a Programmer: An Introduction to Creative Problem Solving
V. Anton Spraul - 2012
In this one-of-a-kind text, author V. Anton Spraul breaks down the ways that programmers solve problems and teaches you what other introductory books often ignore: how to Think Like a Programmer. Each chapter tackles a single programming concept, like classes, pointers, and recursion, and open-ended exercises throughout challenge you to apply your knowledge. You'll also learn how to:Split problems into discrete components to make them easier to solve Make the most of code reuse with functions, classes, and libraries Pick the perfect data structure for a particular job Master more advanced programming tools like recursion and dynamic memory Organize your thoughts and develop strategies to tackle particular types of problems Although the book's examples are written in C++, the creative problem-solving concepts they illustrate go beyond any particular language; in fact, they often reach outside the realm of computer science. As the most skillful programmers know, writing great code is a creative art—and the first step in creating your masterpiece is learning to Think Like a Programmer.
Kafka: The Definitive Guide: Real-Time Data and Stream Processing at Scale
Neha Narkhede - 2017
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
Python Crash Course: A Hands-On, Project-Based Introduction to Programming
Eric Matthes - 2015
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!
The Big Book of Dashboards: Visualizing Your Data Using Real-World Business Scenarios
Steve Wexler - 2017
It's great to have theory and evidenced-based research at your disposal, but what will you do when somebody asks you to make your dashboard 'cooler' by adding packed bubbles and donut charts?The expert authors have a combined 30-plus years of hands-on experience helping people in hundreds of organizations build effective visualizations. They have fought many 'best practices' battles and having endured bring an uncommon empathy to help you, the reader of this book, survive and thrive in the data visualization world.A well-designed dashboard can point out risks, opportunities, and more; but common challenges and misconceptions can make your dashboard useless at best, and misleading at worst. The Big Book of Dashboards gives you the tools, guidance, and models you need to produce great dashboards that inform, enlighten, and engage.
Numsense! Data Science for the Layman: No Math Added
Annalyn Ng - 2017
Sold in over 85 countries and translated into more than 5 languages.---------------Want to get started on data science?Our promise: no math added.This book has been written in layman's terms as a gentle introduction to data science and its algorithms. Each algorithm has its own dedicated chapter that explains how it works, and shows an example of a real-world application. To help you grasp key concepts, we stick to intuitive explanations and visuals.Popular concepts covered include:- A/B Testing- Anomaly Detection- Association Rules- Clustering- Decision Trees and Random Forests- Regression Analysis- Social Network Analysis- Neural NetworksFeatures:- Intuitive explanations and visuals- Real-world applications to illustrate each algorithm- Point summaries at the end of each chapter- Reference sheets comparing the pros and cons of algorithms- Glossary list of commonly-used termsWith this book, we hope to give you a practical understanding of data science, so that you, too, can leverage its strengths in making better decisions.
Head First Data Analysis: A Learner's Guide to Big Numbers, Statistics, and Good Decisions
Michael G. Milton - 2009
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.
The CEO's Secret Weapon: How Great Leaders and Their Assistants Maximize Productivity and Effectiveness
Jan Jones - 2015
That solutions-oriented individual who adds value by enhancing the executive's productivity, elevating their performance and functioning as their indispensible business partner and 'right arm.'As you read this book, you will discover the genesis of the formidable talents that are the hallmark of exeptional assistants, and understand the value they can bring to you. Throughout the book you will hear from dozens of executives and close to one hundred assistants, who gave the author a candid look into their day-to-day activities, the expectations and demands on the executive-assistant relationship, as well as their advice for how executives and assistants can work successfully and productively together. As you read about these assistants, you will begin to understand why you should not settle for anything less than a stellar assistant who knows what you need and how to give it to you, who will smooth out your life and make your workday a rewarding experience.This book provides not only the inspiration to achieve a successful business partnership, but also provides know-how and practical tools to recruit, train and work on a day-to-day basis with an exceptional assistant, showing you how to put their exemplary talents to good use. Part 1 explores the relationships between successful executives and their assistants and defines what an 'exceptional executive assistant' is. In Part 2, Jones describes the crucial characteristics that all exceptional executive assistants epitomize, and how they are critical to not only your day-to-day routine, but to your success as an executive or entrepreneur.Part 3 of this book will explore the processes, resources and skills that you will need to hire an exceptional assistant. Part 4 takes a deeper dive into the executive and assistant relationship and offers a guide to setting up a successful partnership. As with any business collaboration, it is a two-way street. In order to solidify the partnership, the executive must reciprocate. With examples throughout from successful CEOs and entrepreneurs, this book will help you create a robust, dynamic and productive partnership with your executive assistant.
Hacking Growth: How Today's Fastest-Growing Companies Drive Breakout Success
Sean Ellis - 2017
It seems hard to believe today, but there was a time when Airbnb was the best-kept secret of travel hackers and couch surfers, Pinterest was a niche web site frequented only by bakers and crafters, LinkedIn was an exclusive network for C-suite executives and top-level recruiters, Facebook was MySpace's sorry step-brother, and Uber was a scrappy upstart that didn't stand a chance against the Goliath that was New York City Yellow Cabs.So how did these companies grow from these humble beginnings into the powerhouses they are today? Contrary to popular belief, they didn't explode to massive worldwide popularity simply by building a great product then crossing their fingers and hoping it would catch on. There was a studied, carefully implemented methodology behind these companies' extraordinary rise. That methodology is called Growth Hacking, and it's practitioners include not just today's hottest start-ups, but also companies like IBM, Walmart, and Microsoft as well as the millions of entrepreneurs, marketers, managers and executives who make up the community of GrowthHackers.com.Think of the Growth Hacking methodology as doing for market-share growth what Lean Start-Up did for product development, and Scrum did for productivity. It involves cross-functional teams and rapid-tempo testing and iteration that focuses customers attaining them, retaining them, engaging them, and motivating them to come back and buy more.
An accessible and practical toolkit that teams and companies in all industries can use to increase their customer base and market share, this book walks readers through the process of creating and executing their own custom-made growth hacking strategy. It is a must read for any marketer, entrepreneur, innovator or manger looking to replace wasteful big bets and "spaghetti-on-the-wall" approaches with more consistent, replicable, cost-effective, and data-driven results.
How To Build Your Successful Online Teaching Business (Online Entrepreneurship Book 1)
Vladimir Raykov - 2016
Do you want to turn your passion into passive income streams? Yes, you can get paid and do, teach what you love! Do you want to build an online teaching business with little to no investment up front? Do you want to become an entrepreneur? Do you want to work from home? If you’ve answered “yes” to even one of these questions then reading this eBook may turn out to be the best decision you’ve made this year!The ultimate purpose of this training (eBook, PDF files, 3 in-depth video sessions) is to teach you how to create products for your online teaching in a form of video courses. Howdy,My name is Vladimir Raykov.I’m a best-selling online instructor teaching over 12000 students and 20 online courses. I’m also the creator of STEP-BY-STEP TO YOUR FIRST 1000 STUDENTS program. During the last year, I’ve been gathering the best techniques for creating an online course and I’ve put them into this free training that is intended especially for beginners. I will completely reveal the exact 3-Step System for producing high-quality courses that I used to reach 5 figures for my online teaching business, doing it part-time and without spending money on advertising.HERE IS JUST A FRACTION OF WHAT YOU WILL LEARN FROM MY EBOOK AND FREE VIDEO TRAINING• Top 7 reasons why you should create an online course that generates income.• Top 7 (costly) mistakes beginner online instructors make and how to avoid them.• The 3-Step System for producing online courses with the velocity of light.• The top 4 mega-niches which are responsible for over 80% of the revenue generated by online instructors.• How to structure and organize your course. More specifically, how to make an outline for your course and the most effective internal structure of ALL your lectures.• All the tools (software) you will need to create products for your online teaching business of an utmost quality.• 6 Steps of a lecture creation.• The exact technical specifications for your video lectures.• The microphone I use to record crystal clear audio files.• How to get a professionally designed thumbnail for your course for free.• How to write a winning title for your course – basic copywriting skills part 1.• How to write a winning description for your course – basic copywriting skills part 2.• The best platforms to launch your course as a self-published instructor and their business models. • And much, much more!THE BEST PART• You don’t need to have a website.• You don’t have to pay for advertising.• You don’t have to FILM yourself. • You don’t have to be a technical savvy.• You don’t have to worry about video hosting. • You don’t have to have a higher academic degree.
ITIL Foundation: ITIL 4 Edition
AXELOS Limited - 2019
It is designed to ensure a flexible, coordinated and integrated system for the effective governance and management of IT-enabled services."ITIL Foundation" is the first ITIL 4 publication and the latest evolution of the most widely-adopted guidance for ITSM. Its audience ranges from IT and business students taking their first steps in service management to seasoned professionals familiar with earlier versions of ITIL and other sources of industry best practice.The guidance provided in this publication can be adopted and adapted for all types of organizations and services. To show how the concepts of ITIL can be practically applied to an organization's activities, ITIL Foundation follows the exploits of a fictional company on its ITIL journey.
MongoDB in Action
Kyle Banker - 2011
The book begins by explaining what makes MongoDB unique and describing its ideal use cases. A series of tutorials designed for MongoDB mastery then leads into detailed examples for leveraging MongoDB in e-commerce, social networking, analytics, and other common applications.About the TechnologyBig data can mean big headaches. MongoDB is a document-oriented database designed to be flexible, scalable, and very fast, even with big data loads. It's built for high availability, supports rich, dynamic schemas, and lets you easily distribute data across multiple servers.About this BookMongoDB in Action introduces you to MongoDB and the document-oriented database model. This perfectly paced book provides both the big picture you'll need as a developer and enough low-level detail to satisfy a system engineer. Numerous examples will help you develop confidence in the crucial area of data modeling. You'll also love the deep explanations of each feature, including replication, auto-sharding, and deploymentThis book is written for developers. No MongoDB or NoSQL experience required.Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book.What's InsideIndexes, queries, and standard DB operations Map-reduce for custom aggregations and reporting Schema design patterns Deploying for scale and high availabilityTable of ContentsPART 1 GETTING STARTED A database for the modern web MongoDB through the JavaScript shell Writing programs using MongoDB PART 2 APPLICATION DEVELOPMENT IN MONGODB Document-oriented data Queries and aggregation Updates, atomic operations, and deletes PART 3 MONGODB MASTERY Indexing and query optimization Replication Sharding Deployment and administration
The Alignment Problem: Machine Learning and Human Values
Brian Christian - 2020
Today’s "machine-learning" systems, trained by data, are so effective that we’ve invited them to see and hear for us?and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem.Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole?and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands.The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called “artificial intelligence.” They are steadily replacing both human judgment and explicitly programmed software.In best-selling author Brian Christian’s riveting account, we meet the alignment problem’s “first-responders,” and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they—and we—succeed or fail in solving the alignment problem will be a defining human story.The Alignment Problem offers an unflinching reckoning with humanity’s biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture—and finds a story by turns harrowing and hopeful.
The New Kingmakers: How Developers Conquered the World
Stephen O’Grady - 2013
In a 1995 interview, the late Steve Jobs claimed that the secret to his and Apple’s success was talent. “We’ve gone to exceptional lengths to hire the best people,” he said, believing that the talented resource was twenty-five times more valuable than an average alternative. For Microsoft founder Bill Gates, the multiple was even higher:A great lathe operator commands several times the wage of an average lathe operator, but a great writer of software code is worth 10,000 times the price of an average software writer.While the actual number might be up for debate, the importance of technical talent is not. The most successful companies today are those that understand the strategic role that developers will play in their success or failure. Not just successful technology companies – virtually every company today needs a developer strategy. There’s a reason that ESPN and Sears have rolled out API programs, that companies are being bought not for their products but their people. The reason is that developers are the most valuable resource in business.How did we get here? How did developers become the most important constituency in business seemingly overnight? The New Kingmakers explores the rise of the developer class, its implications and provides suggestions for navigating the new developer-centric landscape.
Automate the Boring Stuff with Python: Practical Programming for Total Beginners
Al Sweigart - 2014
But what if you could have your computer do them for you?In "Automate the Boring Stuff with Python," you'll learn how to use Python to write programs that do in minutes what would take you hours to do by hand no prior programming experience required. Once you've mastered the basics of programming, you'll create Python programs that effortlessly perform useful and impressive feats of automation to: Search for text in a file or across multiple filesCreate, update, move, and rename files and foldersSearch the Web and download online contentUpdate and format data in Excel spreadsheets of any sizeSplit, merge, watermark, and encrypt PDFsSend reminder emails and text notificationsFill out online formsStep-by-step instructions walk you through each program, and practice projects at the end of each chapter challenge you to improve those programs and use your newfound skills to automate similar tasks.Don't spend your time doing work a well-trained monkey could do. Even if you've never written a line of code, you can make your computer do the grunt work. Learn how in "Automate the Boring Stuff with Python.""
The Elements of Scrum
Chris Sims - 2011
Written by Chris Sims, a top scrum trainer and pioneer of experiential learning, and Hillary Louise Johnson, a novelist and business journalist, it demonstrates the principles, practices and pitfalls of the scrum framework through lively storytelling and vividly told example.The Elements of Scrum opens with a blow-by-blow description of a week in the life of a scrum team, then briefly details the history and origins of scrum, comparing it to traditional methodologies and providing context for how scrum applies to the cultural history of the software industry. Next, the principles and practices set forth in the Agile Manifesto are broken down and illustrated with real-world examples, putting the reader inside the heads of the founders of scrum and agile for a thorough grounding in theory.The meat of the book explains every aspect of the scrum process, including team composition, scheduling and work flow management, in crisp, clear, example-laden prose designed to provide insight to novices and experienced practitioners alike.The book concludes with a section on supporting technical practices like Test Driven Development and Pair Programming, to help the reader apply scrum at the practical level.The Elements of Scrum is taught at colleges and universities across the country, including UCLA, George Mason University, Arizona State, SUNY Potsdam, Wofford College, and Becker College. It has been translated into Mandarin, and is soon to appear in other international editions.