Time Series Analysis on AWS. Learn how to build forecasting models and detect anomalies in your time series data

Michaël Hoarau

Being a business analyst and data scientist, you have to use many algorithms and approaches to prepare, process, and build ML-based applications by leveraging time series data, but you face common problems, such as not knowing which algorithm to choose or how to combine and interpret them. Amazon Web Services (AWS) provides numerous services to help you build applications fueled by artificial intelligence (AI) capabilities. This book helps you get to grips with three AWS AI/ML-managed services to enable you to deliver your desired business outcomes.The book begins with Amazon Forecast, where you’ll discover how to use time series forecasting, leveraging sophisticated statistical and machine learning algorithms to deliver business outcomes accurately. You’ll then learn to use Amazon Lookout for Equipment to build multivariate time series anomaly detection models geared toward industrial equipment and understand how it provides valuable insights to reinforce teams focused on predictive maintenance and predictive quality use cases. In the last chapters, you’ll explore Amazon Lookout for Metrics, and automatically detect and diagnose outliers in your business and operational data.By the end of this AWS book, you’ll have understood how to use the three AWS AI services effectively to perform time series analysis.

Hands-On Computer Vision with TensorFlow 2. Leverage deep learning to create powerful image processing apps with TensorFlow 2.0 and Keras

Benjamin Planche, Eliot Andres

Computer vision solutions are becoming increasingly common, making their way into fields such as health, automobile, social media, and robotics. This book will help you explore TensorFlow 2, the brand new version of Google's open source framework for machine learning. You will understand how to benefit from using convolutional neural networks (CNNs) for visual tasks.Hands-On Computer Vision with TensorFlow 2 starts with the fundamentals of computer vision and deep learning, teaching you how to build a neural network from scratch. You will discover the features that have made TensorFlow the most widely used AI library, along with its intuitive Keras interface. You'll then move on to building, training, and deploying CNNs efficiently. Complete with concrete code examples, the book demonstrates how to classify images with modern solutions, such as Inception and ResNet, and extract specific content using You Only Look Once (YOLO), Mask R-CNN, and U-Net. You will also build generative adversarial networks (GANs) and variational autoencoders (VAEs) to create and edit images, and long short-term memory networks (LSTMs) to analyze videos. In the process, you will acquire advanced insights into transfer learning, data augmentation, domain adaptation, and mobile and web deployment, among other key concepts.By the end of the book, you will have both the theoretical understanding and practical skills to solve advanced computer vision problems with TensorFlow 2.0.

DevOps: Puppet, Docker, and Kubernetes. Practical recipes to make the most of DevOps with powerful tools

Neependra Khare, Ke-Jou Carol Hsu, Hideto Saito, John Arundel, ...

With so many IT management and DevOps tools on the market, both open source and commercial, it’s difficult to know where to start. DevOps is incredibly powerful when implemented correctly, and here’s how to get it done.This Learning Path covers three broad areas: Puppet, Docker, and Kubernetes. This Learning Path is a large resource of recipes to ease your daily DevOps tasks. We begin with recipes that help you develop a complete and expert understanding of Puppet’s latest and most advanced features. Then we provide recipes that help you efficiently work with the Docker environment. Finally, we show you how to better manage containers in different scenarios in production using Kubernetes.This course is based on these books:1. Puppet Cookbook, Third Edition 2. Docker Cookbook 3. Kubernetes Cookbook

iAd Production Beginner's Guide. Create motion-rich, beautiful iAd adverts for iOS devices and incorporate techniques to help boost revenue and brand awareness

Ben Collier

Think of an iAd as a micro-app contained within an app on a user's iPhone or iPad that they've downloaded from the App Store. When the user taps your advert's banner it bursts into life filling the entire screen of their device. iAd Beginner's Guide takes you through the start to finish process of building rich, compelling, interactive iAds. You will learn to create beautiful multi-page ads with store finders, social sharing, 3D images and video galleries.You will create ads that utilize the powerful technologies in the iPhone to make your brand shine. Once you have engaged the user you can carry out targeted advertising campaigns with location-based coupons, store finders and social engagement. Using the iTunes Store you will see how it's even possible to add one-click digital content purchasing right within your ad. Learn how iAd producer manages all the HTML5, JavaScript, and CSS3 behind your iAd. You will be creating emotive, gripping and effective mobile advertising campaigns in no time.

Tapestry 5: Building Web Applications. A step-by-step guide to Java Web development with the developer-friendly Apache Tapestry framework

Alexander Kolesnikov, Brian Fitzpatrick

Building Websites with e107. A step by step tutorial to getting your e107 website up and running fast

Tad Boomer, Thom Michelbrink

e107 is a PHP-based content management system that uses the popular open source MySQL database system for content storage. e107 is released under the terms of the GNU General Public License and is completely free, totally customizable and in constant development. It is an ideal tool for developing small to large dynamic community websites, intra company portals, corporate portals, weblogs and much more. It has a large, enthusiastic, and helpful community of users.If you want to create a powerful, fully-featured website in no time, this book is for you. This book will help you explore e107, putting you in the picture of what it offers, and how to go about building a site with the system. The book covers all the core features of e107, and it is thorough and incremental tutorial approach it gives you the understanding to experiment with advanced features and customization.

Instant OSSEC Host-based Intrusion Detection System. A hands-on guide exploring OSSEC HIDS for operational and security awareness

Brad Lhotsky

Security software is often expensive, restricting, burdensome, and noisy. OSSEC-HIDS was designed to avoid getting in your way and to allow you to take control of and extract real value from industry security requirements. OSSEC-HIDS is a comprehensive, robust solution to many common security problems faced in organizations of all sizes.Instant OSSEC-HIDS is a practical guide to take you from beginner to power user through recipes designed based on real- world experiences. Recipes are designed to provide instant impact while containing enough detail to allow the reader to further explore the possibilities. Using real world examples, this book will take you from installing a simple, local OSSEC-HIDS service to commanding a network of servers running OSSEC-HIDS with customized checks, alerts, and automatic responses.You will learn how to maximise the accuracy, effectiveness, and performance of OSSEC-HIDS' analyser, file integrity monitor, and malware detection module. You will flip the table on security software and put OSSEC-HIDS to work validating its own alerts before escalating them. You will also learn how to write your own rules, decoders, and active responses. You will rest easy knowing your servers can protect themselves from most attacks while being intelligent enough to notify you when they need help!You will learn how to use OSSEC-HIDS to save time, meet security requirements, provide insight into your network, and protect your assets.

Learning Apache Thrift. Make applications cross-communicate using Apache Thrift!

Krzysztof Rakowski, Diwaker Gupta

With modern software systems being increasingly complex, providing a scalable communication architecture for applications in different languages is tedious. The Apache Thrift framework is the solution to this problem! It helps build efficient and easy-to-maintain services and offers a plethora of options matching your application type by supporting several popular programming languages, including C++, Java, Python, PHP, Ruby, Erlang, Perl, Haskell, C#, Cocoa, JavaScript, Node.js, Smalltalk, OCaml, and Delphi.This book will help you set aside the basics of service-oriented systems through your first Apache Thrift-powered app. Then, progressing to more complex examples, it will provide you with tips for running large-scale applications in production environments.You will learn how to assess when Apache Thrift is the best tool to be used. To start with, you will run a simple example application, learning the framework's structure along the way; you will quickly advance to more complex systems that will help you solve various real-life problems. Moreover, you will be able to add a communication layer to every application written in one of the popular programming languages, with support for various data types and error handling. Further, you will learn how pre-eminent companies use Apache Thrift in their popular applications.This book is a great starting point if you want to use one of the best tools available to develop cross-language applications in service-oriented architectures.