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.

The Tableau Workshop. A practical guide to the art of data visualization with Tableau

Sumit Gupta, Sylvester Pinto, Shweta Sankhe-Savale, JC Gillet, ...

Learning Tableau has never been easier, thanks to this practical introduction to storytelling with data. The Tableau Workshop breaks down the analytical process into five steps: data preparation, data exploration, data analysis, interactivity, and distribution of dashboards. Each stage is addressed with a clear walkthrough of the key tools and techniques you'll need, as well as engaging real-world examples, meaningful data, and practical exercises to give you valuable hands-on experience.As you work through the book, you'll learn Tableau step by step, studying how to clean, shape, and combine data, as well as how to choose the most suitable charts for any given scenario. You'll load data from various sources and formats, perform data engineering to create new data that delivers deeper insights, and create interactive dashboards that engage end-users.All concepts are introduced with clear, simple explanations and demonstrated through realistic example scenarios. You'll simulate real-world data science projects with use cases such as traffic violations, urban populations, coffee store sales, and air travel delays.By the end of this Tableau book, you'll have the skills and knowledge to confidently present analytical results and make data-driven decisions.

Learning ELK Stack. Build mesmerizing visualizations, analytics, and logs from your data using Elasticsearch, Logstash, and Kibana

Saurabh Chhajed

Expert Python Programming. Write proffesional, efficient and maintainable code in Python - Second Edition

Michał Jaworski

Python is a dynamic programming language, used in a wide range of domains by programmers who find it simple, yet powerful. Even if you find writing Python code easy, writing code that is efficient and easy to maintain and reuse is a challenge.The focus of the book is to familiarize you with common conventions, best practices, useful tools and standards used by python professionals on a daily basis when working with code.You will begin with knowing new features in Python 3.5 and quick tricks for improving productivity. Next, you will learn advanced and useful python syntax elements brought to this new version. Using advanced object-oriented concepts and mechanisms available in python, you will learn different approaches to implement metaprogramming. You will learn to choose good names, write packages, and create standalone executables easily.You will also be using some powerful tools such as buildout and vitualenv to release and deploy the code on remote servers for production use. Moving on, you will learn to effectively create Python extensions with C, C++, cython, and pyrex. The important factors while writing code such as code management tools, writing clear documentation, and test-driven development are also covered. You will now dive deeper to make your code efficient with general rules of optimization, strategies for finding bottlenecks, and selected tools for application optimization.By the end of the book, you will be an expert in writing efficient and maintainable code.

Learning SQLite for iOS. Extend SQLite with mobile development skills to build great apps for iOS devices

Gene Da Rocha

The ability to use SQLite with iOS provides a great opportunity to build amazing apps. Apple's iOS SDK provides native support for SQLite databases. This combination offers the potential to create powerful, data-persistent applications.This book starts with the architecture of SQLite database and introduces you to concepts in SQL . You will find yourself equipped to design your own database system, administer it, and maintain it. Further, you will learn how to operate your SQLite databases smoothly using SQL commands. You will be able to extend the functionality of SQLite by using its vast arsenal of C API calls to build some interesting, exciting, new, and intelligent data-driven applications. Understand how Xcode, HTML5, and Phonegap can be used to build a cross-platform modern app which can benefit from all these technologies - all through creating a complete, customizable application skeleton that you can build on for your own apps.

GitHub Essentials. Unleash the power of collaborative development workflows using GitHub - Second Edition

Achilleas Pipinellis

Whether you are an experienced developer or a novice, learning to work with Version Control Systems is a must in the software development world. Git is the most popular tool for that purpose, and GitHub was built around it, leveraging its powers by bringing it to the web.Starting with the basics of creating a repository, you will then learn how to manage the issue tracker, the place where discussions about your project take place. Continuing our journey, we will explore how to use the wiki and write rich documentation that will accompany your project. You will also master organization/team management and some of the features that made GitHub so well known, including pull requests. Next, we will focus on creating simple web pages hosted on GitHub and lastly, we will explore the settings that are configurable for a user and a repository.

Internet of Things with Arduino Blueprints. Develop interactive Arduino-based Internet projects with Ethernet and WiFi

Pradeeka Seneviratne

Getting Started with Citrix Provisioning Services 7.0. Learning to install, configure, and manage Citrix Provisioning Services is made so much faster and simpler with this practical guide. Making no assumptions of prior knowledge, it takes you step by step through the product features

Puthiyavan Udayakumar

Big Data Analysis with Python. Combine Spark and Python to unlock the powers of parallel computing and machine learning

Ivan Marin, Ankit Shukla, Sarang VK

Processing big data in real time is challenging due to scalability, information inconsistency, and fault tolerance. Big Data Analysis with Python teaches you how to use tools that can control this data avalanche for you. With this book, you'll learn practical techniques to aggregate data into useful dimensions for posterior analysis, extract statistical measurements, and transform datasets into features for other systems.The book begins with an introduction to data manipulation in Python using pandas. You'll then get familiar with statistical analysis and plotting techniques. With multiple hands-on activities in store, you'll be able to analyze data that is distributed on several computers by using Dask. As you progress, you'll study how to aggregate data for plots when the entire data cannot be accommodated in memory. You'll also explore Hadoop (HDFS and YARN), which will help you tackle larger datasets. The book also covers Spark and explains how it interacts with other tools.By the end of this book, you'll be able to bootstrap your own Python environment, process large files, and manipulate data to generate statistics, metrics, and graphs.

Marketing Automation with Mailchimp. Expert tips, techniques, and best practices for scaling marketing strategies and ROI for your business

Margarita J. Caraballo

Are you looking for an all-in-one comprehensive guide to implementing Mailchimp channels and automation for your business? Then Marketing Automation with Mailchimp can be your go-to guide. You’ll start by learning common terms used in the Mailchimp environment, as well as about account setup and audience management for businesses. After that, you’ll find out how to set up channels, where you’ll actively interact with your contacts and begin to add new ones. Additionally, you’ll gain an understanding of how to set up a consistent marketing presence in the form of emails and websites and the benefits of determining a brand identity.You’ll also explore advanced Mailchimp features to optimize platform utilization using analytics, reporting, A/B and multivariate testing, the customer journey builder, and the Mailchimp e-commerce store. Toward the end, you’ll discover some important shopping, payment, and CRM integrations that can be connected to your Mailchimp platform for custom business needs. With this book, you’ll gain insights into real-world use cases to implement a marketing strategy to extend your existing work.By the end of this book, you’ll be well-equipped to implement Mailchimp marketing automation seamlessly into your business to grow your customer base and revenue.

Zabbix: Enterprise Network Monitoring Made Easy. Ultimate open source, real-time monitoring tool

Rihards Olups, Patrik Uytterhoeven, Andrea Dalle Vacche

Nowadays, monitoring systems play a crucial role in any IT environment. They are extensively used to not only measure your system’s performance, but also to forecast capacity issues. This is where Zabbix, one of the most popular monitoring solutions for networks and applications, comes into the picture. With an efficient monitoring system in place, you’ll be able to foresee when your infrastructure runs under capacity and react accordingly. Due to the critical role a monitoring system plays, it is fundamental to implement it in the best way from its initial setup. This avoids misleading, confusing, or, even worse, false alarms that can disrupt an efficient and healthy IT department.This course is for administrators who are looking for an end-to-end monitoring solution. It will get you accustomed with the powerful monitoring solution, starting with installation and explaining the fundamentals of Zabbix. Moving on, we explore the complex functionalities of Zabbix in the form of enticing recipes. These recipes will help you to gain control of your infrastructure. You will be able to organize your data in the form of graphs and charts along with building intelligent triggers for monitoring your network proactively. Toward the end, you will gain expertise in monitoring your networks and applications using Zabbix.This Learning Path combines some of the best that Packt has to offer in one complete, curated package. It includes content from the following Packt products: Zabbix Network Monitoring-Second EditionZabbix Cookbook Mastering Zabbix-Second Edition

IBM Cognos 10 Framework Manager. Full of practical instructions and expert know-how, this book continues where the official manual ends, taking you from the basics into the more advanced features of IBM Cognos Framework Manager in clear, progressive steps

Terence Phillip Curran

IBM Cognos 10 Framework Manager is a complete practical guide to using and getting the best out of this essential tool for modeling your data for use with IBM Cognos Business Intelligence Reporting. With its step-by-step approach, this book is suitable for anyone from a beginner to an expert, complete with tips and tricks for better data modeling.IBM Cognos 10 Framework Manager is a step by step tutorial-based guide; from importing your data to designing and improving your model, and creating your packages while working with other modelers, every step is presented in a logical process.Learn how to use the best design strategy to design your model, create an import layer, a modeling layer, and a presentation layer to make your model easy to maintain. Do you need to design a DMR model? No problem, this book shows you every step. This book can even make working with other users easier - we will show you the methods and techniques for allowing others to work on the same model at the same time. Need to create dynamic data structures to change the way the data is presented to your users so your French users can see the data in French, your German users in German, and your English users in English? You can do all this with parameter maps.IBM Cognos 10 Framework Manager continues where the product manuals end, showing you how to build and refine your project through practical, step by step instructions.

Hands-On Data Analysis with Scala. Perform data collection, processing, manipulation, and visualization with Scala

Rajesh Gupta

Efficient business decisions with an accurate sense of business data helps in delivering better performance across products and services. This book helps you to leverage the popular Scala libraries and tools for performing core data analysis tasks with ease.The book begins with a quick overview of the building blocks of a standard data analysis process. You will learn to perform basic tasks like Extraction, Staging, Validation, Cleaning, and Shaping of datasets. You will later deep dive into the data exploration and visualization areas of the data analysis life cycle. You will make use of popular Scala libraries like Saddle, Breeze, Vegas, and PredictionIO for processing your datasets. You will learn statistical methods for deriving meaningful insights from data. You will also learn to create applications for Apache Spark 2.x on complex data analysis, in real-time. You will discover traditional machine learning techniques for doing data analysis. Furthermore, you will also be introduced to neural networks and deep learning from a data analysis standpoint.By the end of this book, you will be capable of handling large sets of structured and unstructured data, perform exploratory analysis, and building efficient Scala applications for discovering and delivering insights

PLC and HMI Development with Siemens TIA Portal. Develop PLC and HMI programs using standard methods and structured approaches with TIA Portal V17

Liam Bee

With automation requirements on the rise, Siemens’ TIA Portal development environment is almost a necessity for any automation engineer. The Totally Integrated Automation (TIA) environment helps seamlessly integrate all things automation, from PLC hardware and software design to HMI development. This book helps you understand the tools available in the TIA toolbox and shows you how to write code effectively.The book begins by introducing you to the TIA environment, covering the layout and tools available. Once you’ve got to grips with the environment, you’ll find out how to create hardware to write programs against, including adding IO modules and assigning memory for input and output. Next, you'll develop logic in all of the languages that TIA Portal offers, such as Ladder, Function Block Diagram, and Structured Text (SCL) (note that Statement List is not covered as a deprecated language), as well as the newest language, Cause and Effect (CEM). You’ll also discover how to store standard code in libraries, creating a version control system that is easy to manage and aids standard design. Finally, following the PLC design chapters, you’ll learn how to develop HMI applications in TIA Portal’s latest unified hardware.By the end of the book, you'll be well equipped to use all of the features that TIA Portal V17 offers.

Asterisk 1.6. Build feature-rich telephony systems with Asterisk

David Merel, David Gomillion, Barrie Dempster

Asterisk is a powerful and flexible open source framework for building feature-rich telephony systems. As a Private Branch Exchange (PBX) which connects one or more telephones, and usually connects to one or more telephone lines, Asterisk offers very advanced features, including extension-to-extension calls, queues, ring groups, line trunking, call distribution, call detail rerecords, and call recording.This book will show you how to build a telephony system for your home or business using this open source application. 'Asterisk 1.6' takes you step-by-step through the process of installing and configuring Asterisk. It covers everything from establishing your deployment plan to creating a fully functional PBX solution. Through this book you will learn how to connect employees from all over the world as well as streamline your callers through Auto Attendants (IVR) and Ring Groups.This book is all you need to understand and use Asterisk to build the telephony system that meets your need. You will learn how to use the many features that Asterisk provides you with. It presents example configurations for using Asterisk in three different scenarios: for small and home offices, small businesses, and Hosted PBX. Over the course of ten chapters, this book introduces you to topics as diverse as Public Switched Telephony Network (PSTN), Voice over IP Connections (SIP / IAX), DAHDI, libpri, through to advanced call distribution, automated attendants, FreePBX, and asterCRM.With an engaging style and excellent way of presenting information, this book makes a complicated subject very easy to understand.

Getting Started with Oracle WebLogic Server 12c: Developer's Guide. If you've dipped a toe into Java EE development and would now like to dive right in, this is the book for you. Introduces the key components of WebLogic Server and all that's great about Java EE 6

William Markito Oliveira, Fabio Mazanatti Nunes, Fabio Mazanatti

Oracle WebLogic server has long been the most important, and most innovative, application server on the market. The updates in the 12c release have seen changes to the Java EE runtime and JDK version, providing developers and administrators more powerful and feature-packed functionalities.Getting Started with Oracle WebLogic Server 12c: Developer's Guide provides a practical, hands-on, introduction to the application server, helping beginners and intermediate users alike get up to speed with Java EE development, using the Oracle application server.Starting with an overview of the new features of JDK 7 and Java EE 6, Getting Started with Oracle WebLogic Server 12c quickly moves on to showing you how to set up a WebLogic development environment, by creating a domain and setting it up to deploy the application.Once set up, we then explain how to use the key components of WebLogic Server, showing you how to apply them using a sample application that is continually developed throughout the chapters. On the way, we'll also be exploring Java EE 6 features such as context injection, persistence layer and transactions.After the application has been built, you will then learn how to tune its performance with some expert WebLogic Server tips.

Microsoft Sentinel in Action. Architect, design, implement, and operate Microsoft Sentinel as the core of your security solutions - Second Edition

Richard Diver, Gary Bushey, John Perkins

Microsoft Sentinel is a security information and event management (SIEM) tool developed by Microsoft that helps you integrate cloud security and artificial intelligence (AI). This book will teach you how to implement Microsoft Sentinel and understand how it can help detect security incidents in your environment with integrated AI, threat analysis, and built-in and community-driven logic.The first part of this book will introduce you to Microsoft Sentinel and Log Analytics, then move on to understanding data collection and management, as well as how to create effective Microsoft Sentinel queries to detect anomalous behaviors and activity patterns. The next part will focus on useful features, such as entity behavior analytics and Microsoft Sentinel playbooks, along with exploring the new bi-directional connector for ServiceNow. In the next part, you’ll be learning how to develop solutions that automate responses needed to handle security incidents and find out more about the latest developments in security, techniques to enhance your cloud security architecture, and explore how you can contribute to the security community.By the end of this book, you’ll have learned how to implement Microsoft Sentinel to fit your needs and protect your environment from cyber threats and other security issues.