Use scikit-learn to apply machine learning to real-world problems About This Book ? Master popular machine learning models including k-nearest neighbors, random forests, logistic regression, k-means, naive Bayes, and artificial neural networks ? Learn how to build and evaluate performance of efficient models using scikit-learn ? Practical guide to master your basics and learn from real life applications of machine learning Who This Book Is For This book is intended for software engineers who want to understand how common machine learning algorithms work and develop an intuition for how to use them, and for data scientists who want to learn about the scikit-learn API. Familiarity with machine learning fundamentals and Python are helpful, but not required. What You Will Learn ? Review fundamental concepts such as bias and variance ? Extract features from categorical variables, text, and images ? Predict the values of continuous variables using linear regression and K Nearest Neighbors ? Classify documents and images using logistic regression and support vector machines ? Create ensembles of estimators using bagging and boosting techniques ? Discover hidden structures in data using K-Means clustering ? Evaluate the performance of machine learning systems in common tasks In Detail Machine learning is the buzzword bringing computer science and statistics together to build smart and efficient models. Using powerful algorithms and techniques offered by machine learning you can automate any analytical model. This book examines a variety of machine learning models including popular machine learning algorithms such as k-nearest neighbors, logistic regression, naive Bayes, k-means, decision trees, and artificial neural networks. It discusses data preprocessing, hyperparameter optimization, and ensemble methods. You will build systems that classify documents, recognize images, detect ads, and more. You will learn to use scikit-learn’s API to extract features from categorical variables, text and images; evaluate model performance, and develop an intuition for how to improve your model’s performance. By the end of this book, you will master all required concepts of scikit-learn to build efficient models at work to carry out advanced tasks with the practical approach. Style and approach This book is motivated by the belief that you do not understand something until you can describe it simply. Work through toy problems to develop your understanding of the learning algorithms and models, then apply your learnings to real-life problems.

Develop deep neural networks in Theano with practical code examples for image classification, machine translation, reinforcement agents, or generative models. About This Book ? Learn Theano basics and evaluate your mathematical expressions faster and in an efficient manner ? Learn the design patterns of deep neural architectures to build efficient and powerful networks on your datasets ? Apply your knowledge to concrete fields such as image classification, object detection, chatbots, machine translation, reinforcement agents, or generative models. Who This Book Is For This book is indented to provide a full overview of deep learning. From the beginner in deep learning and artificial intelligence, to the data scientist who wants to become familiar with Theano and its supporting libraries, or have an extended understanding of deep neural nets. Some basic skills in Python programming and computer science will help, as well as skills in elementary algebra and calculus. What You Will Learn ? Get familiar with Theano and deep learning ? Provide examples in supervised, unsupervised, generative, or reinforcement learning. ? Discover the main principles for designing efficient deep learning nets: convolutions, residual connections, and recurrent connections. ? Use Theano on real-world computer vision datasets, such as for digit classification and image classification. ? Extend the use of Theano to natural language processing tasks, for chatbots or machine translation ? Cover artificial intelligence-driven strategies to enable a robot to solve games or learn from an environment ? Generate synthetic data that looks real with generative modeling ? Become familiar with Lasagne and Keras, two frameworks built on top of Theano In Detail This book offers a complete overview of Deep Learning with Theano, a Python-based library that makes optimizing numerical expressions and deep learning models easy on CPU or GPU. The book provides some practical code examples that help the beginner understand how easy it is to build complex neural networks, while more experimented data scientists will appreciate the reach of the book, addressing supervised and unsupervised learning, generative models, reinforcement learning in the fields of image recognition, natural language processing, or game strategy. The book also discusses image recognition tasks that range from simple digit recognition, image classification, object localization, image segmentation, to image captioning. Natural language processing examples include text generation, chatbots, machine translation, and question answering. The last example deals with generating random data that looks real and solving games such as in the Open-AI gym. At the end, this book sums up the best -performing nets for each task. While early research results were based on deep stacks of neural layers, in particular, convolutional layers, the book presents the principles that improved the efficiency of these architectures, in order to help the reader build new custom nets. Style and approach It is an easy-to-follow example book that teaches you how to perform fast, efficient computations in Python. Starting with the very basics-NumPy, installing Theano, this book will take you to the smooth journey of implementing Theano for advanced computations for machine learning and deep learning.

Build scalable, reliable, and cost-effective applications with a serverless architecture About This Book ? Design a real-world serverless application from scratch ? Learn about AWS Lambda function and how to use Lambda functions to glue other AWS Services ? Use the Java programming language and well-known design patterns. Although Java is used for the examples in this book, the concept is applicable across all languages ? Learn to migrate your JAX-RS application to AWS Lambda and API Gateway Who This Book Is For This book is for developers and software architects who are interested in designing on the back end. Since the book uses Java to teach concepts, knowledge of Java is required. What You Will Learn ? Learn to form microservices from bigger Softwares ? Orchestrate and scale microservices ? Design and set up the data flow between cloud services and custom business logic ? Get to grips with cloud provider’s APIs, limitations, and known issues ? Migrate existing Java applications to a serverless architecture ? Acquire deployment strategies ? Build a highly available and scalable data persistence layer ? Unravel cost optimization techniques In Detail Over the past years, all kind of companies from start-ups to giant enterprises started their move to public cloud providers in order to save their costs and reduce the operation effort needed to keep their shops open. Now it is even possible to craft a complex software system consisting of many independent micro-functions that will run only when they are needed without needing to maintain individual servers. The focus of this book is to design serverless architectures, and weigh the advantages and disadvantages of this approach, along with decision factors to consider. You will learn how to design a serverless application, get to know that key points of services that serverless applications are based on, and known issues and solutions. The book addresses key challenges such as how to slice out the core functionality of the software to be distributed in different cloud services and cloud functions. It covers basic and advanced usage of these services, testing and securing the serverless software, automating deployment, and more. By the end of the book, you will be equipped with knowledge of new tools and techniques to keep up with this evolution in the IT industry. Style and approach The book takes a pragmatic approach, showing you all the examples you need to build efficient serverless applications.

If you are a game developer, designer, artist, or a beginner in the gaming industry, and want to make iOS games efficiently at a low cost, this book is ideal for you.

If you have ever built or managed a WordPress site and want to add e-commerce functionality into your site, WooCommerce and this book are perfect for you. Learning how to use WooCommerce through this series of recipes will give you a solid platform to add any future e-commerce needs.

If you are a .NET developer who wants to develop end-to-end RESTful applications in the cloud, then this book is for you. A working knowledge of C# will help you get the most out of this book.

This is a beginner’s guide with plenty of screenshots and step-by-step instructions. Through three sample games, the reader will learn about practically creating games with Construct. If you have thought of making a game of your own, this book is for you. All you need to know is that you can and how to operate a computer!

This book is part of Packt's Beginner's Guide series. Written in a friendly tone, the book starts at the very beginning with a blank Moodle page and you are taken step by step through the most useful features of Moodle, helped with many illustrative screenshots. This book is for regular, non-technical teachers of pre-teen or early teenage children. It assumes no prior knowledge of Moodle and no particular expertise on the web. Classroom assistants may also find this book a very useful resource. We will assume that you have an installation of Moodle managed by somebody else, so you are responsible only for creating and delivering course content.

The book is written as a practical, step-by-step guide to using FusionCharts Suite. The book not only teaches you the fundamentals and implementation of FusionCharts Suite, but also makes you the data visualization guru among your friends and colleagues by teaching how to select the right chart type and usability tips. Filled with examples, code samples and practical tips in a no-nonsense way, the book is a breeze to read.This book is both for beginners and advanced web developers who need to create interactive charts for their web applications. No previous knowledge of FusionCharts Suite is assumed, and the book takes you right from downloading it to creating complete reports and dashboards.

The book is written in a tutorial style where you work through examples that describe how you can create multimedia applications using Moodle and integrate your existing multimedia resources into your Moodle course. It also tells you how to use multimedia effectively giving ideas and best practices. The book is primarily aimed at teachers and trainers who run professional courses and have experience in the use of Moodle. At the same time, it is not necessary to have an advanced technical background to create multimedia elements, as the tasks will be simple and as little time consuming as possible, relevant to everyday use.

This book provides more than just a step-by-step guide to installing and using Elgg. It includes practical advice gained through experience on what it takes to deploy and maintain an Elgg-based site. If you are a software developer or are familiar with PHP, it provides both a tutorial-based introduction and a quick reference guide so that you can quickly extend and customize Elgg. If you want to create a social networking site using Elgg and do not have a background in software development, this book provides all the information and advice that you need written just for you. If you are a developer, it also contains valuable tutorials and reference material so that you can begin writing code right away.

A handson guide with projects based on fictitious, but common, application development briefs, which will illustrate practical ways of applying responsive web design with Bootstrap. Whether you are a beginner or intermediate web developer, if you wish to make the most of Bootstrap, then this book is for you. You should be familiar with the fundamentals of HTML and CSS, and have some experience incorporating JavaScript plugins. Prior Bootstrap experience is optional.

"Learning PowerCLI" is written in a friendly and practical style with a focus on getting you started and automating daily tasks quickly and efficiently. If you manage or administrate a vSphere environment, and want to make that easier and more efficient, then this book is for you! This book is ideal for you if you want to learn how to automate your VMware vSphere infrastructure, by getting the most out of PowerCLI. It’s assumed that you have some experience in administrating a VMware vSphere environment. Knowledge of Microsoft’s Windows PowerShell is not a prerequisite.

If you are an experienced Java developer using Java 7 platform and want to get your grips on OpenJDK for Java development, this is the book for you. JDK users who wish to migrate to OpenJDK will find this book very useful.

This book is for anyone who's worked with Clojure and wants to use it to start developing applications for the Web. Experience or familiarity with basic Clojure syntax is a must, and exposure to Leiningen (or other similar build tools such as Maven) would be helpful.

This guidebook is built around four complex example projects with clear step-by-step instructions followed by useful explanation, advice, and handy reference material. It is richly illustrated with a friendly, informal writing style. If you want to get started fast using ZBrush for games then this is the book for you. This book is for all digital artists or game developers who want to create their own 3D sculptures in ZBrush. No experience with ZBrush is required – it's suitable for complete beginners and intermediate users.

Part of Packt's Beginner's Guide Series, this book has lots of screenshots and step-by-step instructions to help you get to grips with the techniques as quickly as possible. Each chapter is dedicated to a different aspect of the Squid proxy server, so you will have a thorough understanding of how everything works and how it is connected by the end of the book. If you are a Linux or Unix system administrator and you want to enhance the performance of your network or you are a web developer and want to enhance the performance of your website, this book is for you. You are expected to have some basic knowledge of networking concepts, but may not have used caching systems or proxy servers before now.

Moodle Security is packed with practical examples, which guide you through optimizing the protection of your Moodle site. Each chapter covers a different security threat and how to secure your site against it. You will also find recommendations for what is best for your particular system and usage. If you are in charge of Moodle – whether you are an administrator or lead teacher – then securing it is one of the most important things that you can do. You need to know the basics of working with Moodle, but no previous experience of system administration is required.

This book is a comprehensive beginner's guide that teaches you to use GnuCash from scratch with jargon-free step-by-step tutorials packed with tips. There are multiple choice questions to make learning more interesting and additional challenges thrown at the more adventurous user for a deep grasp of the topic. This book is written for you – the self-employed, the owner, partner or leader of micro-enterprises, home businesses, Small Office/Home Office (SOHO), and other small businesses – to help you maintain your books of accounts using GnuCash. This book is also for you – office-bearers of non-profits and students who want to learn accounting hands-on. If you are using a spreadsheet to maintain your business books and are wasting time, or you are handing over a shoe box of receipts to your high-priced accountant or are using another accounting application that is overkill for small business, get this book and download GnuCash.

Microsoft SharePoint 2010 Administration Cookbook contains step-by-step instructions for SharePoint administrators to gain control of their SharePoint environment. The book is designed so that you can refer to it chapter by chapter, or you can look at the list of recipes and read those that interest you in no particular order. If you are a SharePoint Administrator looking for solutions to the many problems faced while managing SharePoint, then this book is for you. It is written for SharePoint administrators who are either already working on SharePoint, or have recently started working and eager to learn more about SharePoint administration. You need to have some basic knowledge of SharePoint in order to follow the recipes in this book.

This fast-paced guide enables developers to design and build Enterprise applications for the cloud. You will find it easy to follow this book, as the authors use an actual online portal application for the case study. Throughout the development of the sample application there is discussion of important considerations for moving an application into the cloud. If you provide technological leadership to their enterprise—senior developers, architects, CIO/CTO and you want or need to guide your enterprise's application design to Azure, this is the perfect book for you! Since the examples are in .NET, the book will skew to MS-oriented developers. But a lot of what is discussed will be applicable to anyone wanting to work with Azure. No matter what language you use, you provision the application fabric the same way, and all the underlying concepts will be the same. You will need experience with Visual Studio, and some basic SQL Server knowledge.