Book picks similar to
Python Deep Learning: Exploring deep learning techniques and neural network architectures with PyTorch, Keras, and TensorFlow, 2nd Edition by Ivan Vasilev
python
information-science
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artificial-intelligence
Data Science at the Command Line: Facing the Future with Time-Tested Tools
Jeroen Janssens - 2014
You'll learn how to combine small, yet powerful, command-line tools to quickly obtain, scrub, explore, and model your data.To get you started--whether you're on Windows, OS X, or Linux--author Jeroen Janssens introduces the Data Science Toolbox, an easy-to-install virtual environment packed with over 80 command-line tools.Discover why the command line is an agile, scalable, and extensible technology. Even if you're already comfortable processing data with, say, Python or R, you'll greatly improve your data science workflow by also leveraging the power of the command line.Obtain data from websites, APIs, databases, and spreadsheetsPerform scrub operations on plain text, CSV, HTML/XML, and JSONExplore data, compute descriptive statistics, and create visualizationsManage your data science workflow using DrakeCreate reusable tools from one-liners and existing Python or R codeParallelize and distribute data-intensive pipelines using GNU ParallelModel data with dimensionality reduction, clustering, regression, and classification algorithms
The Society of Mind
Marvin Minsky - 1985
Mirroring his theory, Minsky boldly casts The Society of Mind as an intellectual puzzle whose pieces are assembled along the way. Each chapter -- on a self-contained page -- corresponds to a piece in the puzzle. As the pages turn, a unified theory of the mind emerges, like a mosaic. Ingenious, amusing, and easy to read, The Society of Mind is an adventure in imagination.
Mastering Excel Macros: Introduction (Book 1)
Mark Moore - 2014
Everybody wants to learn them. You're not a programmer though. How is a non technical user going to learn how to program? You do want to use macros to make your work easier but are you really going to sit down with a huge programming textbook and work your way through every. single. boring. page? Like most people, you'll start with great enthusiasm and vigor but after a few chapters, the novelty wears off. It gets boring. I'm going to try and change that and make learning macro programming entertaining and accessible to non-techies. First of all, programming Excel macros is a huge topic. Let's eat the elephant one bite at a time. Instead of sitting down with a dry, heavy text, you will read very focused, to the point topics. You can then immediately use what you learned in the real world. This is the first lesson in the series. You will learn what macros are, how to access them, a tiny bit of programming theory (just so you have a clue as to what's going on) and how to record macros. As with all my other lessons, this one has a follow along workbook that you can use to work through the exercises. The images in the lessons are based on Excel 2013 for Windows.
Database Design for Mere Mortals: A Hands-On Guide to Relational Database Design
Michael J. Hernandez - 1996
You d be up to your neck in normal forms before you even had a chance to wade. When Michael J. Hernandez needed a database design book to teach mere mortals like himself, there were none. So he began a personal quest to learn enough to write one. And he did.Now in its Second Edition, Database Design for Mere Mortals is a miracle for today s generation of database users who don t have the background -- or the time -- to learn database design the hard way. It s also a secret pleasure for working pros who are occasionally still trying to figure out what they were taught.Drawing on 13 years of database teaching experience, Hernandez has organized database design into several key principles that are surprisingly easy to understand and remember. He illuminates those principles using examples that are generic enough to help you with virtually any application.Hernandez s goals are simple. You ll learn how to create a sound database structure as easily as possible. You ll learn how to optimize your structure for efficiency and data integrity. You ll learn how to avoid problems like missing, incorrect, mismatched, or inaccurate data. You ll learn how to relate tables together to make it possible to get whatever answers you need in the future -- even if you haven t thought of the questions yet.If -- as is often the case -- you already have a database, Hernandez explains how to analyze it -- and leverage it. You ll learn how to identify new information requirements, determine new business rules that need to be applied, and apply them.Hernandez starts with an introduction to databases, relational databases, and the idea and objectives of database design. Next, you ll walk through the key elements of the database design process: establishing table structures and relationships, assigning primary keys, setting field specifications, and setting up views. Hernandez s extensive coverage of data integrity includes a full chapter on establishing business rules and using validation tables.Hernandez surveys bad design techniques in a chapter on what not to do -- and finally, helps you identify those rare instances when it makes sense to bend or even break the conventional rules of database design.There s plenty that s new in this edition. Hernandez has gone over his text and illustrations with a fine-tooth comb to improve their already impressive clarity. You ll find updates to reflect new advances in technology, including web database applications. There are expanded and improved discussions of nulls and many-to-many relationships; multivalued fields; primary keys; and SQL data type fields. There s a new Quick Reference database design flowchart. A new glossary. New review questions at the end of every chapter.Finally, it s worth mentioning what this book isn t. It isn t a guide to any specific database platform -- so you can use it whether you re running Access, SQL Server, or Oracle, MySQL or PostgreSQL. And it isn t an SQL guide. (If that s what you need, Michael J. Hernandez has also coauthored the superb SQL Queries for Mere Mortals). But if database design is what you need to learn, this book s worth its weight in gold. Bill CamardaBill Camarda is a consultant, writer, and web/multimedia content developer. His 15 books include Special Edition Using Word 2000 and Upgrading & Fixing Networks for Dummies, Second Edition.
Programming Entity Framework
Julia Lerman - 2009
"Programming Entity Framework, 1st Edition" offers experienced developers a thorough introduction to Microsoft's core framework for modeling and interacting with data in .NET applications. This hands-on tour provides a deep understanding of Entity Framework's architecture and APIs, and explains how to use the framework in a variety of applications built with Visual Studio 2008 and .NET 3.5.From the Entity Data Model (EDM) and Object Services to EntityClient and the Metadata Workspace, this highly acclaimed first edition covers it all.Understand the core concepts you need to make the best use of the Entity Framework (EF) in your applicationsLearn to query your data, using either LINQ to Entities or Entity SQLCreate Windows Forms, WPF, and ASP.NET applicationsBuild ASMX web services and WCF servicesUse Object Services to work directly with your entity objectsDelve into model customization, relationship management, change tracking, data concurrency, and moreOne important note: while many of the lessons from this book will continue to be valuable as you move to .NET 4, the thoroughly revised second edition of "Programming Entity Framework" (August 2010) specifically targets Visual Studio 2010 and .NET 4 -- where there have been many advancements and additions to the framework.
Artificial Intelligence: The Basics
Kevin Warwick - 2011
The author Kevin Warwick, a pioneer in the field, examines issues of what it means to be man or machine and looks at advances in robotics which have blurred the boundaries. Topics covered include:how intelligence can be defined whether machines can 'think' sensory input in machine systems the nature of consciousness the controversial culturing of human neurons.Exploring issues at the heart of the subject, this book is suitable for anyone interested in AI, and provides an illuminating and accessible introduction to this fascinating subject.
Vonnegut and Douglas Adams rewrite Brave New World and find The Future Perfect
Kirk Mustard - 2010
It’s for those who like to laugh at the absurdity, magic, and madness of human existence. It's been called the next Brave New World, with a touch of Kurt Vonnegut and a hint of Philip K. Dick. You won’t be able to put it down.” Joe Sokolinsky, TV Channel 29, San Francisco, 2010The Future Perfect is a wild ride into the future, unknown like anything I have ever envisioned. Mustard’s imagination is remarkable, knowing no boundaries and yet holding this reader within his genius virtual reality. The characters are likable, funny, determined and yet quirky. The world-building is unbelievable and so detail oriented, I could quickly build the world in my mind, down to the finest pebble. Glass flowers and linoleum deserts are just the tip of what this futuristic novel has to offer. Romance, suspense, competitive science and excellent writing, The Future Perfect is genius! I totally enjoyed it! Minding Spot (Book Review Blog), Wendy 9/18/11“This book is an absolutely fantastic, humorous and dark satirical look at a dystopian future where humankind simultaneously wages war against nature while pining for its renewal, glories in a shallow sterile consumerist society obsessed with dreams of true happiness, computer simulated immortality and the eradication of all danger via technology.” The Goth "Darkness Visible” October 19, 2010“If you like your sci-fi quirky and off the wall, you can't go wrong with this one. You'll never guess what's coming next. As I drew near the end, I found myself eager to see how it all turns out, but dreading the end of the adventure. And that ending? Near perfect. A laugh out loud page-turner.” LrockyB 2012“In this amazing science fiction/fantasy treatise, Mustard portrays a hyperactive world where artificial intelligence has progressed to the point that no one dies and technology has everyone and everything moving at a frenetic pace. More than a novel, The Future Perfect is a gut wrenching experience that causes readers to question the parameters of human existence while satirizing those who tend toward navel gazing. I found myself laughing derisively one moment then shrieking in horror at recognizing myself in this fun house distortion. Truly, Mustard has held up a mirror to the disastrous collision course upon which humanity has embarked and its inevitable end. Like a train wreck, it's hard to watch yet impossible to turn away from. Even as you're aware of what you think will be the inevitable and horrifying outcome, you continue to gape at this pitch perfect rendering of humanity's mad dash to extinction. I loved reading this novel, and I don't usually like science fiction.” Mary Reilly, Booknookclub (Book Review Blog) 2011“This is one of the best sci-fi books I have ever read. It has a great plot; actually, it has an amazing plot. I especially love the ending.” Mom2Four 2011“There seems to be all sorts of influences, not just Vonnegut, Adams and Huxley, but also more than a bit of Arthur C. Clarke and Margaret Atwood. It bundles all these influences together into a classic piece of predictive science fiction. It's done in a silly and light hearted way, so it gets you thinking without feeling too heavy handed or getting in the way of the narrative.” Robin Hartley 2010“This is a classic. The turn of phrase, hilarity with pathos, and sheer creative ability in his writing is astonishing. I place this work alongside all the best predictive sci-fi I've ever read.” Shakti 2010“The future portrayed here is not too distant or far removed from reality.
Introduction to Algorithms
Thomas H. Cormen - 1989
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.
Neural Networks: A Comprehensive Foundation
Simon Haykin - 1994
Introducing students to the many facets of neural networks, this text provides many case studies to illustrate their real-life, practical applications.
Working with UNIX Processes
Jesse Storimer - 2011
Want to impress your coworkers and write the fastest, most efficient, stable code you ever have? Don't reinvent the wheel. Reuse decades of research into battle-tested, highly optimized, and proven techniques available on any Unix system.This book will teach you what you need to know so that you can write your own servers, debug your entire stack when things go awry, and understand how things are working under the hood.http://www.jstorimer.com/products/wor...
Software Requirements 3
Karl Wiegers - 1999
Two leaders in the requirements community have teamed up to deliver a contemporary set of practices covering the full range of requirements development and management activities on software projects. Describes practical, effective, field-tested techniques for managing the requirements engineering process from end to end. Provides examples demonstrating how requirements "good practices" can lead to fewer change requests, higher customer satisfaction, and lower development costs. Fully updated with contemporary examples and many new practices and techniques. Describes how to apply effective requirements practices to agile projects and numerous other special project situations. Targeted to business analysts, developers, project managers, and other software project stakeholders who have a general understanding of the software development process. Shares the insights gleaned from the authors' extensive experience delivering hundreds of software-requirements training courses, presentations, and webinars.New chapters are included on specifying data requirements, writing high-quality functional requirements, and requirements reuse. Considerable depth has been added on business requirements, elicitation techniques, and nonfunctional requirements. In addition, new chapters recommend effective requirements practices for various special project situations, including enhancement and replacement, packaged solutions, outsourced, business process automation, analytics and reporting, and embedded and other real-time systems projects.
Physics for Game Developers
David M. Bourg - 2001
Missile trajectories. Cornering dynamics in speeding cars. By applying the laws of physics, you can realistically model nearly everything in games that bounces around, flies, rolls, slides, or isn't sitting still, to create compelling, believable content for computer games, simulations, and animation. "Physics for Game Developers" serves as the starting point for those who want to enrich games with physics-based realism.Part one is a mechanics primer that reviews basic concepts and addresses aspects of rigid body dynamics, including kinematics, force, and kinetics. Part two applies these concepts to specific real-world problems, such as projectiles, boats, airplanes, and cars. Part three introduces real-time simulations and shows how they apply to computer games. Many specific game elements stand to benefit from the use of real physics, including: The trajectory of rockets and missiles, including the effects of fuel burn offThe collision of objects such as billiard ballsThe stability of cars racing around tight curvesThe dynamics of boats and other waterborne vehiclesThe flight path of a baseball after being struck by a batThe flight characteristics of airplanesYou don't need to be a physics expert to learn from "Physics for Game Developers, " but the author does assume you know basic college-level classical physics. You should also be proficient in trigonometry, vector and matrix math (reference formulas and identities are included in the appendixes), and college-level calculus, including integration and differentiation of explicit functions. Although the thrust of the book involves physics principles and algorithms, it should be noted that the examples are written in standard C and use Windows API functions.
Mail Order Melody (Brides of Seattle #5)
Cynthia Woolf - 2018
So why does one woman occupy his mind night and day? He is being trusted to deliver a group of mail-order brides from Massachusetts all the way to the Washington Territory. Karen is one of them. She's beautiful, smart and has two young children that should scare Adam off faster than an angry rattlesnake. He was burned at the alter, left standing with his heart broken and the whole world laughing when his fiancee eloped with his best friend. A woman is more trouble than he needs. But he's the moth and she's the flame. He knows he's going to get burned. But allowing her to marry another is out of the question. And when a deranged woman from Karen's past threatens the soft-hearted woman he can't help but fall in love with--and her two precious little ones--Adam discovers that walking through fire doesn't burn anymore, not if it gets him what he really needs...his own family.
Cryptography Engineering: Design Principles and Practical Applications
Niels Ferguson - 2010
Cryptography is vital to keeping information safe, in an era when the formula to do so becomes more and more challenging. Written by a team of world-renowned cryptography experts, this essential guide is the definitive introduction to all major areas of cryptography: message security, key negotiation, and key management. You'll learn how to think like a cryptographer. You'll discover techniques for building cryptography into products from the start and you'll examine the many technical changes in the field.After a basic overview of cryptography and what it means today, this indispensable resource covers such topics as block ciphers, block modes, hash functions, encryption modes, message authentication codes, implementation issues, negotiation protocols, and more. Helpful examples and hands-on exercises enhance your understanding of the multi-faceted field of cryptography.An author team of internationally recognized cryptography experts updates you on vital topics in the field of cryptography Shows you how to build cryptography into products from the start Examines updates and changes to cryptography Includes coverage on key servers, message security, authentication codes, new standards, block ciphers, message authentication codes, and more Cryptography Engineering gets you up to speed in the ever-evolving field of cryptography.
The Swift Programming Language
Apple Inc. - 2014
Swift builds on the best of C and Objective-C, without the constraints of C compatibility. Swift adopts safe programming patterns and adds modern features to make programming easier, more flexible, and more fun. Swift’s clean slate, backed by the mature and much-loved Cocoa and Cocoa Touch frameworks, is an opportunity to reimagine how software development works.