Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach.The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package—PMTK (probabilistic modeling toolkit)—that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.

    This book builds on the contributions and strengths of seminal technologies like Spring, Hibernate, and TopLink.EJB 3 is the most important innovation introduced in Java EE 5.0. EJB 3 simplifies enterprise development, abandoning the complex EJB 2.x model in favor of a lightweight POJO framework. The new API represents a fresh perspective on EJB without sacrificing the mission of enabling business application developers to create robust, scalable, standards-based solutions.EJB 3 in Action is a fast-paced tutorial, geared toward helping you learn EJB 3 and the Java Persistence API quickly and easily. For newcomers to EJB, this book provides a solid foundation in EJB. For the developer moving to EJB 3 from EJB 2, this book addresses the changes both in the EJB API and in the way the developer should approach EJB and persistence.

    With the 97 short and extremely useful tips for programmers in this book, you'll expand your skills by adopting new approaches to old problems, learning appropriate best practices, and honing your craft through sound advice.With contributions from some of the most experienced and respected practitioners in the industry--including Michael Feathers, Pete Goodliffe, Diomidis Spinellis, Cay Horstmann, Verity Stob, and many more--this book contains practical knowledge and principles that you can apply to all kinds of projects.A few of the 97 things you should know:"Code in the Language of the Domain" by Dan North"Write Tests for People" by Gerard Meszaros"Convenience Is Not an -ility" by Gregor Hohpe"Know Your IDE" by Heinz Kabutz"A Message to the Future" by Linda Rising"The Boy Scout Rule" by Robert C. Martin (Uncle Bob)"Beware the Share" by Udi Dahan

    Sears distils over 20 years’ experience as a management consultant and coach into six simple conversational structures that cover every management situation. A natural storyteller with a great narrative gift, Sears delivers his message in an entirely unique manner – as a work of business fiction. In this compelling and highly instructive tale you can follow the journey of newly promoted Operations Manager Sam Mitchell as he faces the everyday pressures and challenges of managing a team, and then relate his experiences to real life scenarios in your workplace. Conversation #1 – What can you do about that? Conversation #2 – Who should really own this? Conversation #3 – How should we be behaving? Conversation #4 – Who’s really doing this? Conversation #5 – Where are we heading? Conversation #6 – How are we doing?   This highly practical guide concludes with a simple how-to chapter, explaining why and how each conversation works, and when to use them, as well as providing accompanying tips and techniques. The Six Conversations of a Brilliant Manager is an instantly-applicable and hugely powerful toolkit for every manager and HR department looking to get the very best out of their people.

    Topics include Linux command line basics, filesystems, networking, BASH basics, package management, logging, and the Linux kernel and drivers.If you're getting started along the exciting path of hacking, cybersecurity, and pentesting, Linux Basics for Hackers is an excellent first step. Using Kali Linux, an advanced penetration testing distribution of Linux, you'll learn the basics of using the Linux operating system and acquire the tools and techniques you'll need to take control of a Linux environment.First, you'll learn how to install Kali on a virtual machine and get an introduction to basic Linux concepts. Next, you'll tackle broader Linux topics like manipulating text, controlling file and directory permissions, and managing user environment variables. You'll then focus in on foundational hacking concepts like security and anonymity and learn scripting skills with bash and Python. Practical tutorials and exercises throughout will reinforce and test your skills as you learn how to: - Cover your tracks by changing your network information and manipulating the rsyslog logging utility - Write a tool to scan for network connections, and connect and listen to wireless networks - Keep your internet activity stealthy using Tor, proxy servers, VPNs, and encrypted email - Write a bash script to scan open ports for potential targets - Use and abuse services like MySQL, Apache web server, and OpenSSH - Build your own hacking tools, such as a remote video spy camera and a password crackerHacking is complex, and there is no single way in. Why not start at the beginning with Linux Basics for Hackers?

    The new Mac OS X 10.5, better known as Leopard, is faster than its predecessors, but nothing's too fast for Pogue and this Missing Manual. It's just one of reasons this is the most popular computer book of all time.Mac OS X: The Missing Manual, Leopard Edition is the authoritative book for Mac users of all technical levels and experience. If you're new to the Mac, this book gives you a crystal-clear, jargon-free introduction to the Dock, the Mac OS X folder structure, and the Mail application. There are also mini-manuals on iLife applications such as iMovie, iDVD, and iPhoto, and a tutorial for Safari, Mac's web browser. This Missing Manual is amusing and fun to read, but Pogue doesn't take his subject lightly. Which new Leopard features work well and which do not? What should you look for? What should you avoid? Mac OS X: The Missing Manual, Leopard Edition offers an objective and straightforward instruction for using:Leopard's totally revamped Finder Spaces to group your windows and organize your Mac tasks Quick Look to view files before you open them The Time Machine, Leopard's new backup feature Spotlight to search for and find anything in your Mac Front Row, a new way to enjoy music, photos, and videos Enhanced Parental Controls that come with Leopard Quick tips for setting up and configuring your Mac to make it your own There's something new on practically every page of this new edition, and David Pogue brings his celebrated wit and expertise to every one of them. Mac's brought a new cat to town and Mac OS X: The Missing Manual, Leopard Edition is a great new way to tame it.

    The RTFM contains the basic syntax for commonly used Linux and Windows command line tools, but it also encapsulates unique use cases for powerful tools such as Python and Windows PowerShell. The RTFM will repeatedly save you time looking up the hard to remember Windows nuances such as Windows wmic and dsquery command line tools, key registry values, scheduled tasks syntax, startup locations and Windows scripting. More importantly, it should teach you some new red team techniques.

    In this revision, the author takes a structured approach to explaining how networks function.

    From that first printing of that first book came a series unlike anything in the publishing world, one that is global in both geography - we have been published worldwide in some 30 languages - and in coverage. No single volume can hope to summarize what thousands of titles have meant to millions of readers over the years, and we don't claim to do that in this e-book. Rather, this e-book celebrates the breadth and depth of the For Dummies series, offering 20 chapters - in honor of our 20 years - from a list of books compiled by our global colleagues. We are confident the chapters we've included give you a representative glimpse at why - no matter what the topic - our products have meant so much to so many by Making Everything Easier. We've grouped our chapters into five main parts:Part I: Dummies Classics, offers four chapters from some of our best-loved books. There's a chapter from DOS For Dummies, the book that started it all, and chapters from two of our best-sellers: Windows 7 For Dummies and Sex For Dummies. And just for a bit of spice, we've included a chapter from French For Dummies.Part II: Daily Dose of Dummies, offers the kind of lifestyle, self-help, and business skills that our readers have come to treasure. There's one of our famous Part of Tens chapters from Cognititive Behavioural Therapy for Dummies and a chapter from Meditation For Dummies to help you get your center. Chapters from Leadership For Dummies and Marketing For Dummies help you develop new skills for the marketplace.Part III, Fun with Dummies, celebrates life and all it has to offer. We've got chapters here from The Royal Wedding For Dummies, Guitar For Dummies, Digital Photography SLR All-in-One For Dummies, Puppies for Dummies, Knitting For Dummies, and Wine For Dummies.Part IV, Get Social, highlights how we help you grow and develop new skills. Chapters here come from Facebook For Dummies, Social Media Marketing For Dummies, and Dating For Dummies.Part V, Going Global, shares the worldwide appeal of the For Dummies series. These chapters from British History For Dummies, Canadian History For Dummies, and Rugby Union For Dummies were created by our global colleagues and authors and show how the For Dummies approach applies not only to whatever the subject is at hand, but also wherever the discussion is taking place.Download and enjoy!

    More than four dozen architects -- including Neal Ford, Michael Nygard, and Bill de hOra -- offer advice for communicating with stakeholders, eliminating complexity, empowering developers, and many more practical lessons they've learned from years of experience. Among the 97 principles in this book, you'll find useful advice such as:Don't Put Your Resume Ahead of the Requirements (Nitin Borwankar) Chances Are, Your Biggest Problem Isn't Technical (Mark Ramm) Communication Is King; Clarity and Leadership, Its Humble Servants (Mark Richards) Simplicity Before Generality, Use Before Reuse (Kevlin Henney) For the End User, the Interface Is the System (Vinayak Hegde) It's Never Too Early to Think About Performance (Rebecca Parsons) To be successful as a software architect, you need to master both business and technology. This book tells you what top software architects think is important and how they approach a project. If you want to enhance your career, 97 Things Every Software Architect Should Know is essential reading.

    We start off easy, defining some of the tech lingo you may have heard before, but didn’t fully understand. From there, each lesson introduces something new, slowly building up to the point where you are confident about what an API is and, for the brave, could actually take a stab at using one.

    It should be labelled 'start here'." --Pieter Jan Stappers, ID-StudioLab, Delft University of Technology

    Jason Briggs, author of the popular online tutorial "Snake Wrangling for Kids," begins with the basics of how to install Python and write simple commands. In bite-sized chapters, he instructs readers on the essentials of Python, including how to use Python's extensive standard library, the difference between strings and lists, and using for-loops and while-loops. By the end of the book, readers have built a game and created drawings with Python's graphics library, Turtle. Each chapter closes with fun and relevant exercises that challenge the reader to put their newly acquired knowledge to the test.

    

    After the end of his first marriage, Danny is remarried to Nataly, the love of his life. When their beautiful baby boy, Uriel, is diagnosed with autism, their lives are changed forever. At first, the family is devastated, anxious and confused, but the complex situations they are faced with will teach them insightful lessons and change them forever, as a couple, as parents and as human beings. An exceptional story of fate, devotion, love and dedication that proves hope is the strongest weapon of all. As Danny narrates in his honest and passionate tone, that will melt your heart and touch your soul, the family suddenly finds itself struggling with inconsiderate institutes and indifferent bureaucracy; dealing with social ignorance, discrimination and prejudice; coping with rejection, failure, frustration, anger, self-doubt and despair; collecting small victories, weaving dreams and making the impossible come true. By Exposing the most intimate and personal situations, it reveals a powerful and exciting world that is usually left out of sight, and teaches voluble lessons that are relevant to all. Open your minds to an exceptional life story: prepare to laugh, cry, love, and believe. When Uriel Sang exposes the topic of autism and addresses the general issue of exceptional people and people with differences. It promotes openness to unique children and adults in our society and opens one’s mind to see them as our equals, and not as a burden. It is an unforgettable journey for any reader, at any age. Get your copy of When Uriel Sang now!