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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlo...
by Aur茅lien G茅ron

Language

English

Pages

851

Publication Date

September 05, 2019

Product Description
Customer Reviews
<p>Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.</p><p>By using concrete examples, minimal theory, and two production-ready Python frameworks鈥擲cikit-Learn and TensorFlow鈥攁uthor Aur茅lien G茅ron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You鈥檒l learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you鈥檝e learned, all you need is programming experience to get started.</p><ul><li>Explore the machine learning landscape, particularly neural nets</li><li>Use Scikit-Learn to track an example machine-learning project end-to-end</li><li>Explore several training models, including support vector machines, decision trees, random forests, and ensemble methods</li><li>Use the TensorFlow library to build and train neural nets</li><li>Dive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learning</li><li>Learn techniques for training and scaling deep neural nets</li></ul>
Cracking the PM Interview: How to Land a Product Manager Job in T...
by , Jackie Bavaro

Language

English

Pages

366

Publication Date

March 04, 2014

Product Description
Customer Reviews
How many pizzas are delivered in Manhattan? How do you design an alarm clock for the blind? What is your favorite piece of software and why? How would you launch a video rental service in India? This book will teach you how to answer these questions and more. <br /><br />Cracking the PM Interview is a comprehensive book about landing a product management role in a startup or bigger tech company. Learn how the ambiguously-named "PM" (product manager / program manager) role varies across companies, what experience you need, how to make your existing experience translate, what a great PM resume and cover letter look like, and finally, how to master the PM interview questions (estimation questions, behavioral questions, case questions, product questions, technical questions, and the super important "pitch").<br /><br /><br />CONTENTS:<br /><br />The Product Manager Role<br />What is a PM?<br />Functions of a PM<br />Top Myths about Product Management<br />Project Managers and Program Managers<br /><br />Companies<br />How the PM Role Varies<br />Google<br />Microsoft<br />Apple<br />Facebook<br />Amazon<br />Yahoo<br />Twitter<br />Startups <br /><br />Getting the Right Experience<br />New Grads<br />Making the Most of Career Fairs<br />Do you need an MBA?<br />Why Technical Experience Matters<br />Transitioning from Engineer to Product Manager<br />Transitioning from Designer to Product Manager<br />Transitioning from Other Roles<br />What Makes a Good Side Project? <br /><br />Career Advancement<br />Tips and Tricks for Career Advancement<br />Q & A: Fernando Delgado, Sr. Director, Product Management at Yahoo<br />Q & A: Ashley Carroll, Senior Director of Product Management, DocuSign<br />Q & A: Brandon Bray, Principal Group Program Manager, Microsoft<br />Q & A: Thomas Arend, International Product Lead, Airbnb<br />Q & A: Johanna Wright, VP at Google<br />Q & A: Lisa Kostova Ogata, VP of Product at Bright.com <br /><br />Behind the Interview Scenes<br />Google<br />Microsoft<br />Facebook<br />Apple<br />Amazon<br />Yahoo<br />Twitter <br />Dropbox <br /><br />Resumes<br />The 15 Second Rule<br />The Rules<br />Attributes of a Good PM Resume<br />What to Include <br /><br />Real Resumes: Before & After<br /><br />Cover Letters<br />Elements of a Good PM Cover Letter<br />The Cover Letter Template<br />A Great Cover Letter <br /><br />Company Research<br />The Product<br />The Strategy<br />The Culture<br />The Role<br />The Questions <br /><br />Define Yourself<br />"Tell Me About Yourself" (The Pitch)<br />"Why do you want to work here?"<br />"Why should we hire you?"<br />"Why are you leaving your current job?"<br />"What do you like to do in your spare time?"<br />"Where do you see yourself in five years?"<br />"What are your strengths and weaknesses?"<br />Sample Strengths and Weaknesses <br /><br />Behavioral Questions<br />Why These Questions Are Asked<br />Preparation<br />Follow-Up Questions<br />Types of Behavioral Questions <br /><br />Estimation Questions<br />Approach<br />Numbers Cheat Sheet<br />Tips and Tricks<br />Example Interview<br />Sample Questions <br /><br />Product Questions<br />About the Product Question<br />Type 1: Designing a Product<br />Type 2: Improving a Product<br />Type 3: Favorite Product<br />Preparation<br />Tips and Tricks<br />Sample Questions <br /><br />Case Questions<br />The Case Question: Consultants vs. PMs<br />What Interviewers Look For<br />Useful Frameworks<br />Product Metrics<br />Interview Questions <br /><br />Coding Questions<br />Who Needs To Code<br />What You Need To Know<br />How You Are Evaluated<br />How To Approach<br />Developing an Algorithm<br />Additional Questions & Solutions <br /><br />Appendix<br />Top 1% PMs vs. Top 10% PMs<br />Be a Great Product Leader<br />The Inputs to a Great Product Roadmap<br />How to Hire a Product Manager
Accelerate: The Science of Lean Software and DevOps: Building and...
by , Gene Kim

Language

English

Pages

288

Publication Date

March 27, 2018

Product Description
Customer Reviews
<strong>Accelerate your organization to win in the marketplace.</strong><br />How can we apply technology to drive business value? For years, we've been told that the performance of software delivery teams doesn't matter鈥晅hat it can't provide a competitive advantage to our companies. Through four years of groundbreaking research to include data collected from the State of DevOps reports conducted with Puppet, Dr. Nicole Forsgren, Jez Humble, and Gene Kim set out to find a way to measure software delivery performance鈥昦nd what drives it鈥晆sing rigorous statistical methods. This book presents both the findings and the science behind that research, making the information accessible for readers to apply in their own organizations.<br />Readers will discover how to measure the performance of their teams, and what capabilities they should invest in to drive higher performance. This book is ideal for management at every level.
Clean Code: A Handbook of Agile Software Craftsmanship (Robert C....
by Robert C. Martin

Language

English

Pages

464

Publication Date

August 01, 2008

Product Description
Customer Reviews
Even bad code can function. But if code isn鈥檛 clean, it can bring a development organization to its knees. Every year, countless hours and significant resources are lost because of poorly written code. But it doesn鈥檛 have to be that way.<br /> <br />Noted software expert Robert C. Martin presents a revolutionary paradigm with <i> <b>Clean Code: A Handbook of Agile Software Craftsmanship</b> </i>. Martin has teamed up with his colleagues from Object Mentor to distill their best agile practice of cleaning code 鈥渙n the fly鈥?into a book that will instill within you the values of a software craftsman and make you a better programmer鈥揵ut only if you work at it.<br /> <br />What kind of work will you be doing? You鈥檒l be reading code鈥搇ots of code. And you will be challenged to think about what鈥檚 right about that code, and what鈥檚 wrong with it. More importantly, you will be challenged to reassess your professional values and your commitment to your craft.<br /> <br /> <i> <b>Clean Code</b> </i> is divided into three parts. The first describes the principles, patterns, and practices of writing clean code. The second part consists of several case studies of increasing complexity. Each case study is an exercise in cleaning up code鈥搊f transforming a code base that has some problems into one that is sound and efficient. The third part is the payoff: a single chapter containing a list of heuristics and 鈥渟mells鈥?gathered while creating the case studies. The result is a knowledge base that describes the way we think when we write, read, and clean code.<br /> <br />Readers will come away from this book understanding<br /> <ul> <li>How to tell the difference between good and bad code </li><li>How to write good code and how to transform bad code into good code </li><li>How to create good names, good functions, good objects, and good classes </li><li>How to format code for maximum readability </li><li>How to implement complete error handling without obscuring code logic </li><li>How to unit test and practice test-driven development</li> </ul>This book is a must for any developer, software engineer, project manager, team lead, or systems analyst with an interest in producing better code.<br />
A Smarter Way to Learn Python: Learn it faster. Remember it longe...
by Mark Myers

Language

English

Pages

238

Publication Date

December 06, 2017

Product Description
Customer Reviews
<h2>I wasn't smart enough to learn a computer language like Python鈥攗ntil I got smart about <em>how</em> to learn it.</h2><p>I was smart enough to earn an honors degree in philosophy from Harvard, but an aptitude test told me to avoid computer programming. I'm sure it was right. But then I designed a learning system for myself that quadrupled my aptitude for learning computer languages. It worked so well for me that I've used it to teach coding to grandmothers, cab drivers, musicians, and 50,000 other newbies.</p><p><i>"Mark Myers' method of getting what can be...difficult information into a format that makes it exponentially easier to consume, truly understand, and synthesize into real-world application is beyond anything I've encountered before." 鈥擜mazon reviewer Jason A. Ruby reviewing my first book, A Smarter Way to Learn JavaScript</i></p><p><strong>Quadruple your learning ability.</strong></p><p>Washington University research shows that a key teaching method I use鈥攊nteractive recall practice鈥攊mproves learning performance 400 percent.</p><p><i>"I don't feel lost and I don't feel that I am forgetting things as I go along." 鈥擜mazon reviewer Leonie M. reviewing my second book, A Smarter Way to Learn HTML and CSS</i></p><p><strong>Understanding is easy. Remembering is hard.</strong></p><p>Computer languages are not inherently hard to understand, even for non-techies. <i>Remembering</i> is the problem. If you remember all of Chapter 1 through Chapter 10, you'll understand Chapter 11. But you <em>don't</em> remember. Though you read and read, most of it doesn't stick. You don't have a solid foundation to build on. Halfway through the book, it all collapses. That's when most people give up.</p><p><i>"I've signed up to a few sites like Udemy, Codecademy, FreeCodeCamp, Lynda, YouTube videos, even searched on Coursera but nothing seemed to work for me. This book takes only 10 minutes each chapter and after that, you can exercise what you've just learned right away!" 鈥擜mazon reviewer Constanza Morales reviewing my first book, A Smarter Way to Learn JavaScript</i> </p><p><strong>Interactive exercises make it stick.</strong></p><p>Research shows that you will remember everything if you're repeatedly asked to recall it. That's the beauty of flash cards. But technology offers an even better way to make information stick. With my book you get almost a thousand interactive exercises鈥攖hey're free online鈥攖hat embed the whole book in your memory. Algorithms check your work to make sure you know what you think you know. When you stumble, you do the exercise again. You keep trying until you know the chapter cold.</p><p><i>"Not only do the exercises make learning fun, they reinforce the material right away so it sinks in deeper." 鈥擜mazon reviewer Timothy B. Miller reviewing my second book, A Smarter Way to Learn HTML and CSS</i></p><p><strong>You won't get bored or sleepy.</strong></p><p>The exercises keep you engaged, give you extra practice where you're shaky, and prepare you for each next step. Every lesson is built on top of a solid foundation that you and I have carefully constructed. Each individual step is small. But all the little steps add up to real knowledge鈥攌nowledge that you retain.</p><p><i>I finally feel like I KNOW it and won't need to look up the syntax each time..." 鈥擜mazon reviewer J. Caritas reviewing my third book, A Smarter Way to Learn jQuery</i></p><p><strong>Really, it ain't that hard.</strong></p><p>Reviewing my books on Amazon, readers who've struggled with programming concepts like functions, loops, and scope write, "I had no idea these things were so simple!"</p><p><i>"...makes it much easier to suddenly realize a concept that seemed abstract and too hard to wrap your head around is suddenly not complicated at all." 鈥?Amazon reviewer IMHO reviewing A Smarter Way to Learn JavaScript</i></p><p>You don't need to be a computer genius to learn Python. You just need to be smart about <em>how</em> you learn it.</p>
Python Crash Course, 2nd Edition: A Hands-On, Project-Based Intro...
by Eric Matthes

Language

English

Pages

544

Publication Date

May 21, 2019

Product Description
Customer Reviews
<b>Second edition of the best selling Python book in the world. A fast-paced, no-nonsense guide to programming in Python. This book teaches beginners the basics of programming in Python with a focus on real projects.</b><br /><br />This is the second edition of the best selling Python book in the world. <i>Python Crash Course, 2nd Edition</i> is a straightforward introduction to the core of Python programming. Author Eric Matthes dispenses with the sort of tedious, unnecessary information that can get in the way of learning how to program, choosing instead to provide a foundation in general programming concepts, Python fundamentals, and problem solving. Three real world projects in the second part of the book allow readers to apply their knowledge in useful ways. <br /><br />Readers will learn how to create a simple video game, use data visualization techniques to make graphs and charts, and build and deploy an interactive web application. <i>Python Crash Course, 2nd Edition</i> teaches beginners the essentials of Python quickly so that they can build practical programs and develop powerful programming techniques.
The Manager's Path: A Guide for Tech Leaders Navigating Growth an...
by Camille Fournier

Language

English

Pages

246

Publication Date

March 13, 2017

Product Description
Customer Reviews
<p>Managing people is difficult wherever you work. But in the tech industry, where management is also a technical discipline, the learning curve can be brutal鈥攅specially when there are few tools, texts, and frameworks to help you. In this practical guide, author Camille Fournier (tech lead turned CTO) takes you through each stage in the journey from engineer to technical manager.</p><p>From mentoring interns to working with senior staff, you鈥檒l get actionable advice for approaching various obstacles in your path. This book is ideal whether you鈥檙e a new manager, a mentor, or a more experienced leader looking for fresh advice. Pick up this book and learn how to become a better manager and leader in your organization.</p><ul><li>Begin by exploring what you expect from a manager</li><li>Understand what it takes to be a good mentor, and a good tech lead</li><li>Learn how to manage individual members while remaining focused on the entire team</li><li>Understand how to manage yourself and avoid common pitfalls that challenge many leaders</li><li>Manage multiple teams and learn how to manage managers</li><li>Learn how to build and bootstrap a unifying culture in teams</li></ul>
Clean Architecture: A Craftsman's Guide to Software Structure and...
by Robert C. Martin

Language

English

Pages

430

Publication Date

September 12, 2017

Product Description
Customer Reviews
<p> <b>Practical Software Architecture Solutions from the Legendary Robert C. Martin (鈥淯ncle Bob鈥?</b> </p> <p>聽</p> <p>By applying universal rules of software architecture, you can dramatically improve developer productivity throughout the life of any software system. Now, building upon the success of his best-selling books <i>Clean Code</i> and <i>The Clean Coder,</i> legendary software craftsman Robert C. Martin (鈥淯ncle Bob鈥? reveals those rules and helps you apply them.</p> <p>聽</p> <p>Martin鈥檚 <i> <b>Clean Architecture</b> </i> doesn鈥檛 merely present options. Drawing on over a half-century of experience in software environments of every imaginable type, Martin tells you what choices to make and why they are critical to your success. As you鈥檝e come to expect from Uncle Bob, this book is packed with direct, no-nonsense solutions for the real challenges you鈥檒l face鈥搕he ones that will make or break your projects.</p> <ul> <li>Learn what software architects need to achieve鈥揳nd core disciplines and practices for achieving it</li> <li>Master essential software design principles for addressing function, component separation, and data management</li> <li>See how programming paradigms impose discipline by restricting what developers can do</li> <li>Understand what鈥檚 critically important and what鈥檚 merely a 鈥渄etail鈥?lt;/li> <li>Implement optimal, high-level structures for web, database, thick-client, console, and embedded applications</li> <li>Define appropriate boundaries and layers, and organize components and services</li> <li>See why designs and architectures go wrong, and how to prevent (or fix) these failures</li> </ul> <p> <i> <b>Clean Architecture</b> </i> is essential reading for every current or aspiring software architect, systems analyst, system designer, and software manager鈥揳nd for every programmer who must execute someone else鈥檚 designs.</p> <p> <br /> </p> <p> </p> <p> <i>Register your product for convenient access to downloads, updates, and/or corrections as they become available.</i> </p>
Automate the Boring Stuff with Python, 2nd Edition: Practical Pro...
by Al Sweigart

Language

English

Pages

591

Publication Date

November 12, 2019

Product Description
Customer Reviews
<b>The second edition of this best-selling Python book (100,000+ copies sold in print alone) uses Python 3 to teach even the technically uninclined how to write programs that do in minutes what would take hours to do by hand. There is no prior programming experience required and the book is loved by liberal arts majors and geeks alike.</b><br /><br />If you've ever spent hours renaming files or updating hundreds of spreadsheet cells, you know how tedious tasks like these can be. But what if you could have your computer do them for you?<br /><br />In this fully revised second edition of the best-selling classic 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. You'll learn the basics Python and explore Python's rich library of modules for performing specific tasks, like scraping data off websites, reading PDF and Word documents, and automating clicking and typing tasks.<br /><br />The second edition of this international fan favorite includes a brand-new chapter on input validation, as well as tutorials on automating Gmail and Google Sheets, plus tips on automatically updating CSV files. You'll learn how to create programs that effortlessly perform useful feats of automation to:<br /><br />聽聽鈥⒙犅燬earch for text in a file or across multiple files<br />聽聽鈥⒙犅燙reate, update, move, and rename files and folders<br />聽聽鈥⒙犅燬earch the Web and download online content<br />聽聽鈥⒙犅燯pdate and format data in Excel spreadsheets of any size<br />聽聽鈥⒙犅燬plit, merge, watermark, and encrypt PDFs<br />聽聽鈥⒙犅燬end email responses and text notifications<br />聽聽鈥⒙犅燜ill out online forms <br /><br />Step-by-step instructions walk you through each program, and updated practice projects at the end of each chapter challenge you to improve those programs and use your newfound skills to automate similar tasks.<br /><br />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 <i>Automate the Boring Stuff with Python, 2nd Edition</i>.
Learning Python: Powerful Object-Oriented Programming
by Mark Lutz

Language

English

Pages

1649

Publication Date

June 12, 2013

Product Description
Customer Reviews
<p>Get a comprehensive, in-depth introduction to the core Python language with this hands-on book. Based on author Mark Lutz鈥檚 popular training course, this updated fifth edition will help you quickly write efficient, high-quality code with Python. It鈥檚 an ideal way to begin, whether you鈥檙e new to programming or a professional developer versed in other languages.</p><p>Complete with quizzes, exercises, and helpful illustrations, this easy-to-follow, self-paced tutorial gets you started with both Python 2.7 and 3.3鈥?the latest releases in the 3.X and 2.X lines鈥攑lus all other releases in common use today. You鈥檒l also learn some advanced language features that recently have become more common in Python code.</p><ul><li>Explore Python鈥檚 major built-in object types such as numbers, lists, and dictionaries</li><li>Create and process objects with Python statements, and learn Python鈥檚 general syntax model</li><li>Use functions to avoid code redundancy and package code for reuse</li><li>Organize statements, functions, and other tools into larger components with modules</li><li>Dive into classes: Python鈥檚 object-oriented programming tool for structuring code</li><li>Write large programs with Python鈥檚 exception-handling model and development tools</li><li>Learn advanced Python tools, including decorators, descriptors, metaclasses, and Unicode processing</li></ul>

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Ernest Hemingway 鈥?The Old Man and the Sea Review
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