Book picks similar to
Deep Learning with JavaScript: Neural networks in TensorFlow.js by Shanqing Cai
tech
calibre
data-science
data_tools
DevOps Troubleshooting: Linux Server Best Practices
Kyle Rankin - 2012
It has saved me hours in troubleshooting complicated operations problems." -Trotter Cashion, cofounder, Mashion DevOps can help developers, QAs, and admins work together to solve Linux server problems far more rapidly, significantly improving IT performance, availability, and efficiency. To gain these benefits, however, team members need common troubleshooting skills and practices. In
DevOps Troubleshooting: Linux Server Best Practices
, award-winning Linux expert Kyle Rankin brings together all the standardized, repeatable techniques your team needs to stop finger-pointing, collaborate effectively, and quickly solve virtually any Linux server problem. Rankin walks you through using DevOps techniques to troubleshoot everything from boot failures and corrupt disks to lost email and downed websites. You'll master indispensable skills for diagnosing high-load systems and network problems in production environments. Rankin shows how to Master DevOps' approach to troubleshooting and proven Linux server problem-solving principles Diagnose slow servers and applications by identifying CPU, RAM, and Disk I/O bottlenecks Understand healthy boots, so you can identify failure points and fix them Solve full or corrupt disk issues that prevent disk writes Track down the sources of network problems Troubleshoot DNS, email, and other network services Isolate and diagnose Apache and Nginx Web server failures and slowdowns Solve problems with MySQL and Postgres database servers and queries Identify hardware failures-even notoriously elusive intermittent failures
React Design Patterns and Best Practices
Michele Bertoli - 2017
What You Will Learn - Write clean and maintainable code - Create reusable components applying consolidated techniques - Use React effectively in the browser and node - Choose the right styling approach according to the needs of the applications - Use server-side rendering to make applications load faster - Build high-performing applications by optimizing components In Detail Taking a complete journey through the most valuable design patterns in React, this book demonstrates how to apply design patterns and best practices in real-life situations, whether that's for new or already existing projects. It will help you to make your applications more flexible, perform better, and easier to maintain - giving your workflow a huge boost when it comes to speed without reducing quality. We'll begin by understanding the internals of React before gradually moving on to writing clean and maintainable code. We'll build components that are reusable across the application, structure applications, and create forms that actually work. Then we'll style React components and optimize them to make applications faster and more responsive. Finally, we'll write tests effectively and you'll learn how to contribute to React and its ecosystem. By the end of the book, you'll be saved from a lot of trial and error and developmental headaches, and you will be on the road to becoming a React expert. Style and approach The design patterns in the book are explained using real-world, step-by-step examples. For each design pattern, there are hints about when to use it and when to look for something more suitable. This book can also be used as a practical guide, showing you how to leverage design patterns.
Web Development with Clojure: Build Bulletproof Web Apps with Less Code
Dmitri Sotnikov - 2013
Web Development With Clojure shows you how to apply Clojure programming fundamentals to build real-world solutions. You'll develop all the pieces of a full web application in this powerful language. If you already have some familiarity with Clojure, you'll learn how to put it to serious practical use. If you're new to the language, the book provides just enough Clojure to get down to business.You'll learn the full process of web development using Clojure while getting hands-on experience with current tools, libraries, and best practices in the language. You'll develop Clojure apps with both the Light Table and Eclipse development environments. Rather than frameworks, Clojure development builds on rich libraries. You'll acquire expertise in the popular Ring/Compojure stack, and you'll learn to use the Liberator library to quickly develop RESTful services. Plus, you'll find out how to use ClojureScript to work in one language on the client and server sides.Throughout the book, you'll develop key components of web applications, including multiple approaches to database access. You'll create a simple guestbook app and an app to serve resources to users. By the end, you will have developed a rich Picture Gallery web application from conception to packaging and deployment.This book is for anyone interested in taking the next step in web development.Q&A with Dmitri SotnikovWhy did you write Web Development with Clojure?When I started using Clojure, I found that it took a lot of work to find all the pieces needed to put together a working application. There was very little documentation available on how to organize the code, what libraries to use, or how to package the application for deployment. Having gone through the process of figuring out what works, I thought that it would be nice to make it easier for others to get started.What are the advantages of using a functional language?Over the course of my career, I have developed a great appreciation for functional programming. I find that it addresses a number of shortcomings present in the imperative paradigm. For example, in a functional language any changes to the data are created via revisions to the existing data. So they only exist in the local scope. This fact allows us to safely reason about individual parts of the program in isolation, which is critical for writing and supporting large applications.Why use Clojure specifically?Clojure is a simple and pragmatic language that is designed for real-world usage. It combines the productivity of a high-level language with the excellent performance seen in languages like C# or Java. It's also very easy to learn because it allows you to use a small number of concepts to solve a large variety of problems.If I already have a preferred web development platform, what might I get out of this book?If you're using an imperative language, you'll get to see a very different approach to writing code. Even if you're not going to use Clojure as your primary language, the concepts you'll learn will provide you with new ways to approach problems.Is the material in the book accessible to somebody who is not familiar with Clojure?Absolutely. The book targets developers who are already familiar with the basics of web development and are interested in learning Clojure in this context. The book introduces just enough of the language to get you productive and allows you to learn by example.
A Smarter Way to Learn JavaScript: The new approach that uses technology to cut your effort in half
Mark Myers - 2013
Master each chapter with free interactive exercises online.
Live simulation lets you see your practice code run in your browser.
2,000 lines of color-keyed sample code break it all down into easy-to-learn chunks.
Extra help through the rough spots so you're less likely to get stuck.
Tested on non-coders—including the author's technophobe wife.
Become fluent in all the JavaScript fundamentals, in half the time.
Display alert messages to the user
Gather information through prompts
Manipulate variables
Build statements
Do math
Use operators
Concatenate text
Run routines based on conditions
Compare values
Work with arrays
Run automated routines
Display custom elements on the webpage
Generate random numbers
Manipulate decimals
Round numbers
Create loops
Use functions
Find the current date and time
Measure time intervals
Create a timer
Respond to the user's actions
Swap images
Control colors on the webpage
Change any element on the webpage
Improvise new HTML markup on the fly
Use the webpage DOM structure
Insert comments
Situate scripts effectively
Create and change objects
Automate object creation
Control the browser's actions
Fill the browser window with custom content
Check forms for invalid entries
Deal with errors
Make a more compelling website
Increase user-friendliness
Keep your user engaged
Learning GraphQL: Declarative Data Fetching for Modern Web Apps
Eve Porcello - 2018
With this practical guide, Alex Banks and Eve Porcello deliver a clear learning path for frontend web developers, backend engineers, and project and product managers looking to get started with GraphQL.You'll explore graph theory, the graph data structure, and GraphQL types before learning hands-on how to build a schema for a photo-sharing application. This book also introduces you to Apollo Client, a popular framework you can use to connect GraphQL to your user interface.Explore graph theory and review popular graph examples in use todayLearn how GraphQL applies database querying methods to the internetCreate a schema for a PhotoShare application that serves as a roadmap and a contract between the frontend and backend teamsUse JavaScript to build a fully functioning GraphQL service and Apollo to implement a clientLearn how to prepare GraphQL APIs and clients for production
Double the 007: Casino Royale and Live and Let Die
Ian Fleming - 2012
They are easier to fight for than principles'In Casino Royale, the first of Fleming's 007 adventures, a game of cards is James Bond's only chance to bring down the desperate SMERSH agent Le Chiffre. But Bond soon discovers that there is far more at stake than money.Live and Let Die'You start to die the moment you are born'Live and Let Die, Ian Fleming's second 007 novel, takes Bond from Harlem to Jamaica in a frenzied hunt for the deadly gangster Mr Big and his macabre network of associates.
Pride Series Box Set
Jill Sanders - 2013
Now she can finally start a new life and figure out just who she really is. When her brother Matt dies suddenly, she takes a big risk and moves cross country to live in his house and take over his new business. This could be the chance she’s needed. There’s only one problem now. She can’t seem to escape the irresistible charm of her departed brother’s best friend.Todd Jordan just lost his best friend and business partner. Watching Matt’s sister move into town, his attraction to her is instant. Can he prove to her that all men are not the same, and resist his own desires as she learns to trust again? Overcoming the odds is just part of their journey. The two must first survive a fateful visit from Megan’s ex to have any chance at happiness.DISCOVERING PRIDELacey Jordan is a woman who knows what she wants…and she wants nothing to do with the new doctor in town. He has a perfect smile, perfectly tan muscles, and a way with people—her people! This is her town, her family, and her life, and he’s come here shaking everything up, including her heart.Aaron is running away from a tough breakup where heartbreak is the least of his concerns. All he wants now is to take over his grandfather’s medical practice, and make his new house a place he can call home. What he hadn’t counted on was crashing into a petite goddess with relentless powers of persuasion. When the two get a disturbing visit that could change their lives forever, Aaron must prove his love if they are to survive.RETURNING PRIDEEverything seems to be going Iian’s way, he has a successful restaurant, a beautiful home, family, and friends. He’s even overcome the loss of his hearing, but why does he still feels like something is missing.Allison has worked hard to make a name for herself in the art world, now all she wants is peace and quiet to work on her passion. But, with her mother overtaken by illness, she has less time than ever. When everything is stripped away in one tragic blow, and she’s being stalked by a mad-man, she’ll need the help of her hometown and an old flame, to turn everything around and find what she’s been looking for.LASTING PRIDERoberta Stanton had grown up a thief on the streets of Portland. Breaking into the old building had been easy, and she’d gotten away with it. Or so she thought. It had only cost her the lives of seven close friends. Years later now, Rob finds herself on the other side of the law.Ric Derby owns the Blue Spot art galleries. Murder and a million dollar theft bring them together. A personal vendetta from a dark figure threatens them both. Retreating to the safety of the small town of Pride, Ric must fight to protect the only person he’s ever truly loved.SERVING PRIDERobert Brogan was destined to be sheriff in the small town of Pride, Oregon. He moved to Pride when he was eight, after his mother’s mysterious disappearance. Always following the rules and sticking up for the weak, he had only one thing in mind after graduation, tracking down his mother. But, after almost ten years of looking, with no luck, he makes his way back to his home town. But when tragedy strikes he’s given the opportunity of a lifetime. Being sheriff in the small town of Pride he has the chance to pursue the girl he just couldn’t keep his mind off.Amelia Blake can never forget the boy that saved her from certain danger ten years ago. When she comes home after her father’s death, she only plans on a short visit, but because of her mother’s health and after seeing Robert again, she is persuaded to move back home. When sparks fly she can’t help finding herself falling fast for the new sheriff in town.
The Master Algorithm: How the Quest for the Ultimate Learning Machine Will Remake Our World
Pedro Domingos - 2015
In The Master Algorithm, Pedro Domingos lifts the veil to give us a peek inside the learning machines that power Google, Amazon, and your smartphone. He assembles a blueprint for the future universal learner--the Master Algorithm--and discusses what it will mean for business, science, and society. If data-ism is today's philosophy, this book is its bible.
Deep Learning for Coders with Fastai and Pytorch: AI Applications Without a PhD
Jeremy Howard - 2020
But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications.Authors Jeremy Howard and Sylvain Gugger show you how to train a model on a wide range of tasks using fastai and PyTorch. You'll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes.Train models in computer vision, natural language processing, tabular data, and collaborative filteringLearn the latest deep learning techniques that matter most in practiceImprove accuracy, speed, and reliability by understanding how deep learning models workDiscover how to turn your models into web applicationsImplement deep learning algorithms from scratchConsider the ethical implications of your work
Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing
Ron Kohavi - 2020
This practical guide by experimentation leaders at Google, LinkedIn, and Microsoft will teach you how to accelerate innovation using trustworthy online controlled experiments, or A/B tests. Based on practical experiences at companies that each run more than 20,000 controlled experiments a year, the authors share examples, pitfalls, and advice for students and industry professionals getting started with experiments, plus deeper dives into advanced topics for practitioners who want to improve the way they make data-driven decisions. Learn how to - Use the scientific method to evaluate hypotheses using controlled experiments - Define key metrics and ideally an Overall Evaluation Criterion - Test for trustworthiness of the results and alert experimenters to violated assumptions - Build a scalable platform that lowers the marginal cost of experiments close to zero - Avoid pitfalls like carryover effects and Twyman's law - Understand how statistical issues play out in practice.
JavaScript Bible
Danny Goodman - 1996
Part tutorial and part reference, the book serves as a learning tool for building new JavaScript skills and a detailed reference for seasoned JavaScript developers. Danny Goodman's exclusive interactive workbench, The Evaluator, makes it easy to master JavaScript and DOM concepts. Offers deployment strategies that best suit the user's content goals and target audience.Bonus CD-ROM is packed with advanced content for the reader who wants to go an extra step.
Django for Beginners: Learn web development with Django 2.0
William S. Vincent - 2018
Proceed step-by-step through five progressively more complex web applications: from a "Hello World" app all the way to a robust Newspaper app with a custom user model, complete user authentication flow, foreign key relationships, and more. Learn current best practices around class-based views, templates, urls, user authentication, testing, and deployment. The material is up-to-date with the latest versions of both Django (2.0) and Python (3.6). TABLE OF CONTENTS: * Introduction * Chapter 1: Initial Setup * Chapter 2: Hello World app * Chapter 3: Pages app * Chapter 4: Message Board app * Chapter 5: Blog app * Chapter 6: Forms * Chapter 7: User Accounts * Chapter 8: Custom User Model * Chapter 9: User Authentication * Chapter 10: Bootstrap * Chapter 11: Password Change and Reset * Chapter 12: Email * Chapter 13: Newspaper app * Chapter 14: Permissions and Authorizations * Chapter 15: Comments * Conclusion
R for Everyone: Advanced Analytics and Graphics
Jared P. Lander - 2013
R has traditionally been difficult for non-statisticians to learn, and most R books assume far too much knowledge to be of help. R for Everyone is the solution. Drawing on his unsurpassed experience teaching new users, professional data scientist Jared P. Lander has written the perfect tutorial for anyone new to statistical programming and modeling. Organized to make learning easy and intuitive, this guide focuses on the 20 percent of R functionality you'll need to accomplish 80 percent of modern data tasks. Lander's self-contained chapters start with the absolute basics, offering extensive hands-on practice and sample code. You'll download and install R; navigate and use the R environment; master basic program control, data import, and manipulation; and walk through several essential tests. Then, building on this foundation, you'll construct several complete models, both linear and nonlinear, and use some data mining techniques. By the time you're done, you won't just know how to write R programs, you'll be ready to tackle the statistical problems you care about most. COVERAGE INCLUDES - Exploring R, RStudio, and R packages - Using R for math: variable types, vectors, calling functions, and more - Exploiting data structures, including data.frames, matrices, and lists - Creating attractive, intuitive statistical graphics - Writing user-defined functions - Controlling program flow with if, ifelse, and complex checks - Improving program efficiency with group manipulations - Combining and reshaping multiple datasets - Manipulating strings using R's facilities and regular expressions - Creating normal, binomial, and Poisson probability distributions - Programming basic statistics: mean, standard deviation, and t-tests - Building linear, generalized linear, and nonlinear models - Assessing the quality of models and variable selection - Preventing overfitting, using the Elastic Net and Bayesian methods - Analyzing univariate and multivariate time series data - Grouping data via K-means and hierarchical clustering - Preparing reports, slideshows, and web pages with knitr - Building reusable R packages with devtools and Rcpp - Getting involved with the R global community
JavaScript Enlightenment
Cody Lindley - 2012
In this concise book, JavaScript expert Cody Lindley (jQuery Cookbook) provides an accurate view of the language by examining its objects and supporting nuances.Libraries and frameworks help you build web applications quickly and efficiently, but when things go wrong or performance becomes an issue, knowing how and why they work is critical. If you're ready to go under the hood and get your hands dirty with JavaScript internals, this is your book. Get a short and digestible summary of ECMA-262, Edition 3, backed by real code you can run instantly Examine the creation of JavaScript objects Learn complex values, primitive values, scope, and inheritance Understand the importance of the head object Work with string, number, and Boolean objects and values Discover how to use the null value and the built-in math object Get into the details--beyond Mozilla's reference guide for JavaScript 1.5
How to Create a Mind: The Secret of Human Thought Revealed
Ray Kurzweil - 2012
In How to Create a Mind, Kurzweil presents a provocative exploration of the most important project in human-machine civilization—reverse engineering the brain to understand precisely how it works and using that knowledge to create even more intelligent machines.Kurzweil discusses how the brain functions, how the mind emerges from the brain, and the implications of vastly increasing the powers of our intelligence in addressing the world’s problems. He thoughtfully examines emotional and moral intelligence and the origins of consciousness and envisions the radical possibilities of our merging with the intelligent technology we are creating.Certain to be one of the most widely discussed and debated science books of the year, How to Create a Mind is sure to take its place alongside Kurzweil’s previous classics which include Fantastic Voyage: Live Long Enough to Live Forever and The Age of Spiritual Machines.