Automated Machine Learning with Microsoft Azure. Build highly accurate and scalable end-to-end AI solutions with Azure AutoML

Dennis Michael Sawyers

Automated Machine Learning with Microsoft Azure will teach you how to build high-performing, accurate machine learning models in record time. It will equip you with the knowledge and skills to easily harness the power of artificial intelligence and increase the productivity and profitability of your business. Guided user interfaces (GUIs) enable both novices and seasoned data scientists to easily train and deploy machine learning solutions to production. Using a careful, step-by-step approach, this book will teach you how to use Azure AutoML with a GUI as well as the AzureML Python software development kit (SDK).First, you'll learn how to prepare data, train models, and register them to your Azure Machine Learning workspace. You'll then discover how to take those models and use them to create both automated batch solutions using machine learning pipelines and real-time scoring solutions using Azure Kubernetes Service (AKS). Finally, you will be able to use AutoML on your own data to not only train regression, classification, and forecasting models but also use them to solve a wide variety of business problems.By the end of this Azure book, you'll be able to show your business partners exactly how your ML models are making predictions through automatically generated charts and graphs, earning their trust and respect.

AWS Administration - The Definitive Guide. Design, build, and manage your infrastructure on Amazon Web Services - Second Edition

Yohan Wadia

Many businesses are moving from traditional data centers to AWS because of its reliability, vast service offerings, lower costs, and high rate of innovation. AWS can be used to accomplish a variety of both simple and tedious tasks. Whether you are a seasoned system admin or a rookie, this book will help you to learn all the skills you need to work with the AWS cloud.This book guides you through some of the most popular AWS services, such as EC2, Elastic Beanstalk, EFS, CloudTrail, Redshift, EMR, Data Pipeline, and IoT using a simple, real-world, application-hosting example. This book will also enhance your application delivery skills with the latest AWS services, such as CodeCommit, CodeDeploy, and CodePipeline, to provide continuous delivery and deployment, while also securing and monitoring your environment's workflow. Each chapter is designed to provide you with maximal information about each AWS service, coupled with easy to follow, hands-on steps, best practices, tips, and recommendations.By the end of the book, you will be able to create a highly secure, fault-tolerant, and scalable environment for your applications to run on.

Mastering Project Management with ClickUp for Work and Home Life Balance. A step-by-step implementation and optimization guide to unlocking the power of ClickUp and AI

Edward Unger, Ryan Coyne

Do you want to start a business or turn a hobby into a profession, but feel like you're running out of time? Do you want to become a productivity powerhouse, effectively juggling personal and professional responsibilities? Does your team need help boosting efficiency? This comprehensive guide provides practical strategies and action plans to optimize your work and home life using ClickUp.Achieve project success by setting meaningful KPIs, creating team dashboards, generating real-time reports, and extending ClickUp with integrations. You’ll learn how to implement and optimize your workspace structure, project management, processes, workflows, automation, AI, and how to use ClickUp Brain as a knowledgebase. This book also helps you master ClickUp for home life by using it to manage personal tasks, plan vacations, collaborate on projects, maintain interactive inventory, and track household chores. Finally, you'll explore advanced features, goal setting, and personal approaches to maximize your leverage of ClickUp as your 'accomplishment system.Whether you're a seasoned user or just getting started, this ClickUp handbook provides best practices and highlights common mistakes for implementing and optimizing ClickUp to unlock its potential and achieve your goals.

The Music Producer's Ultimate Guide to FL Studio 20. Create production-quality music with FL Studio

Joshua Au-Yeung

FL Studio is a cutting-edge software music production environment and an extremely powerful and easy-to-use tool for creating music. This book will give you everything you need to produce music with FL Studio like a professional.You'll begin by exploring FL Studio 20's vast array of tools, and discover best practices, tips, and tricks for creating music. You'll then learn how to set up your studio environment, create a beat, compose a melody and chord progression, mix sounds with effects, and export songs. As you advance, you'll find out how to use tools such as the Piano roll, mixer console, audio envelopes, types of compression, equalizers, vocoders, vocal chops, and tools for increasing stereo width. The book introduces you to mixing best practices, and shows you how to master your songs. Along the way, you'll explore glitch effects and create your own instruments and custom-designed effect chains. You'll also cover ZGameEditor Visualizer, a tool used for creating reactive visuals for your songs. Finally, you'll learn how to register, sell, and promote your music.By the end of this FL Studio book, you'll be able to utilize cutting-edge tools to fuel your creative ideas, mix music effectively, and publish your songs.

Node Web Development. JavaScript is no longer just for browsers and this exciting introduction to Node.js will show you how to build data-intensive applications that run in real time. Benefit from an easy, step-by-step approach that really works

David Herron

Instant Responsive Web Design. Learn the important components of responsive web design and make your websites mobile-friendly

Cory Simmons

Making your sites responsive is an easy enough skill to learn, and really pays dividends when you're selling your product to potential clients or just trying to impress your boss for that promotion you want, but understanding all your options will help you develop a workflow that really works for you.Instant Responsive Web Design makes learning mobile-friendly web design a piece of cake with site-builds imploring various approaches using a very easy-to-follow format where you'll actually be creating sites using each approach. Expand your web repertoire in a few, easy hours.Instant Responsive Web Design takes the guesswork out of responsive web design, by teaching readers the most relevant approaches and leaves it up to them to develop a workflow that works best for their style of coding.We'll help you to develop several websites from scratch using different philosophies such as the Goldilocks Approach, make your websites Fluid, understand desktop and mobile-first approaches, and master some of the tricky stuff such as making your images and video responsive.In this step-by-step guide, you'll learn everything you could ever need to become an above-average responsive web designer in a matter of hours.

Designing Machine Learning Systems with Python. Key design strategies to create intelligent systems

David Julian

Machine learning is one of the fastest growing trends in modern computing. It has applications in a wide range of fields, including economics, the natural sciences, web development, and business modeling. In order to harness the power of these systems, it is essential that the practitioner develops a solid understanding of the underlying design principles.There are many reasons why machine learning models may not give accurate results. By looking at these systems from a design perspective, we gain a deeper understanding of the underlying algorithms and the optimisational methods that are available. This book will give you a solid foundation in the machine learning design process, and enable you to build customised machine learning models to solve unique problems. You may already know about, or have worked with, some of theoff-the-shelf machine learning models for solving common problems such as spam detection or movie classification, but to begin solving more complex problems, it is important to adapt these models to your own specific needs. This book will give you this understanding and more.

Joomla! 1.5x Customization: Make Your Site Adapt to Your Needs. Create and customize a professional Joomla! site that suits your business requirements

Daniel Chapman, Chris Davenport

Setting up a basic Joomla! Web site is easy; what comes next is hard and expensive ñ making the site do exactly what and look exactly how you want. With this book in hand, it is easy to adapt your site to bring your vision fully to life.This book will help you to separate your site from the crowd of other Joomla! sites without having to invest in developers. It will guide you through how to customize different parts and aspects of your site and will also show you how to turn your site into a profitable business via these customizations. You will be able to build a successful, professional web site that will adapt to all your business needs.You will be taken beyond the basics of Joomla!, and given an insight into the techniques and tools used by the professionals to rapidly develop unique, custom sites. This will enable you to develop your own professional-quality Joomla! site without assistance, saving you time and money. You will learn how modules, plugins, components, and templates are constructed, and how to make changes in them, giving you the confidence to make more elaborate changes to your site. On top of this will be a look at common problems Joomla! site developers face and how best to deal with them.You will also learn techniques for building a business with Joomla!, as you step through building a subscription-based web business. Towards the end, you will look at marketing and monetizing this business fully to maximize your return.

Windows Server 2022 Administration Fundamentals. A beginner's guide to managing and administering Windows Server environments - Third Edition

Bekim Dauti

This third edition gets you up and running with Windows Server 2022, Microsoft's new server operating system, as part of the Windows NT family of operating systems, developed concurrently with Windows 10, version 21H2.The book begins by introducing computer networking and Windows Server concepts, gradually moving towards Windows Server 2022. With the help of step-by-step instructions and easy-to-understand graphics, you’ll become well versed with the roles, features, and functionalities of Windows Server 2022. Topics such as the installation process, upgrades, post-installation tasks, and initial server configuration are covered in detail. As you make progress, you’ll explore roles, features, and role services such as Active Directory, DNS, Hyper-V, remote access, storage, and printers, among others. The book then takes you through maintenance and troubleshooting tasks to guide you in efficiently managing Windows Server 2022. Finally, by working with numerous questions in each chapter and detailed answers at the end, you can test your understanding of the concepts covered.By the end of this Windows Server book, you’ll be equipped with the knowledge needed to update, maintain, and troubleshoot servers to ensure business continuity by relying on best practices and using step-by-step graphic-driven examples.

Mobile Application Penetration Testing. Explore real-world threat scenarios, attacks on mobile applications, and ways to counter them

Vijay Kumar Velu

Mobile security has come a long way over the last few years. It has transitioned from should it be done? to it must be done!Alongside the growing number of devises and applications, there is also a growth in the volume of Personally identifiable information (PII), Financial Data, and much more. This data needs to be secured. This is why Pen-testing is so important to modern application developers. You need to know how to secure user data, and find vulnerabilities and loopholes in your application that might lead to security breaches.This book gives you the necessary skills to security test your mobile applications as a beginner, developer, or security practitioner. You'll start by discovering the internal components of an Android and an iOS application. Moving ahead, you'll understand the inter-process working of these applications. Then you'll set up a test environment for this application using various tools to identify the loopholes and vulnerabilities in the structure of the applications. Finally, after collecting all information about these security loop holes, we'll start securing our applications from these threats.

The Ultimate Studio One Pro 7 Book. A step-by-step guide to recording, editing, mixing, and mastering professional-quality music - Second Edition

Doruk Somunkiran

Written by a seasoned composer, music producer, and instructor with over 20 years of experience in the music industry, this comprehensive guide transforms Studio One’s powerful digital audio workstation (DAW) into your creative canvas. Designed for both musicians looking to start producing their own music and audio professionals integrating Studio One into their workflow, this hands-on manual takes you step-by-step through every stage of the production process.You’ll learn how to set up Studio One for peak performance, create projects, record high-quality audio, and build MIDI arrangements with virtual instruments. The book covers advanced editing techniques, including Melodyne, Audio Bend, and MIDI modifiers, to refine your songs with precision. You’ll master mixing with Studio One’s built-in effects and plugins, apply professional audio mastering in the Project window, and explore immersive audio tools that bring your music to life in multichannel environments for films, gaming, and beyond.Throughout this book, you’ll develop not just technical proficiency but a personalized, efficient music production workflow that serves your creative vision. By the final page, you'll have everything you need to turn musical ideas into polished, release-ready songs using only the Studio One software.

Data Processing with Optimus. Supercharge big data preparation tasks for analytics and machine learning with Optimus using Dask and PySpark

Dr. Argenis Leon, Luis Aguirre

Optimus is a Python library that works as a unified API for data cleaning, processing, and merging data. It can be used for handling small and big data on your local laptop or on remote clusters using CPUs or GPUs.The book begins by covering the internals of Optimus and how it works in tandem with the existing technologies to serve your data processing needs. You'll then learn how to use Optimus for loading and saving data from text data formats such as CSV and JSON files, exploring binary files such as Excel, and for columnar data processing with Parquet, Avro, and OCR. Next, you'll get to grips with the profiler and its data types - a unique feature of Optimus Dataframe that assists with data quality. You'll see how to use the plots available in Optimus such as histogram, frequency charts, and scatter and box plots, and understand how Optimus lets you connect to libraries such as Plotly and Altair. You'll also delve into advanced applications such as feature engineering, machine learning, cross-validation, and natural language processing functions and explore the advancements in Optimus. Finally, you'll learn how to create data cleaning and transformation functions and add a hypothetical new data processing engine with Optimus.By the end of this book, you'll be able to improve your data science workflow with Optimus easily.

Microservices with Spring Boot 3 and Spring Cloud. Build resilient and scalable microservices using Spring Cloud, Istio, and Kubernetes - Third Edition

Magnus Larsson

Looking to build and deploy microservices but not sure where to start? Check out Microservices with Spring Boot 3 and Spring Cloud, Third Edition.With a practical approach, you'll begin with simple microservices and progress to complex distributed applications. Learn essential functionality and deploy microservices using Kubernetes and Istio.This book covers Java 17, Spring Boot 3, and Spring Cloud 2022. Java EE packages are replaced with the latest Jakarta EE packages. Code examples are updated and deprecated APIs have been replaced, providing the most up to date information. Gain knowledge of Spring's AOT module, observability, distributed tracing, and Helm 3 for Kubernetes packaging.Start with Docker Compose to run microservices with databases and messaging services. Progress to deploying microservices on Kubernetes with Istio. Explore persistence, resilience, reactive microservices, and API documentation with OpenAPI. Learn service discovery with Netflix Eureka, edge servers with Spring Cloud Gateway, and monitoring with Prometheus, Grafana, and the EFK stack.By the end, you'll build scalable microservices using Spring Boot and Spring Cloud.

Android Wearable Programming. Expand on your Android development capabilities by building applications for Android Wear

Steven F. Daniel

Data Visualization with D3 and AngularJS. Build dynamic and interactive visualizations from real-world data with D3 on AngularJS

Christoph Körner

Mastering Symfony. Orchestrate the designing, development, testing, and deployment of web applications with Symfony

Sebastien Armand, Sohail Salehi

In this book, you will learn some lesser known aspects of development with Symfony, and you will see how to use Symfony as a framework to create reliable and effective applications. You might have developed some impressive PHP libraries in other projects, but what is the point when your library is tied to one particular project? With Symfony, you can turn your code into a service and reuse it in other projects.This book starts with Symfony concepts such as bundles, routing, twig, doctrine, and more, taking you through the request/response life cycle. You will then proceed to set up development, test, and deployment environments in AWS. Then you will create reliable projects using Behat and Mink, and design business logic, cover authentication, and authorization steps in a security checking process. You will be walked through concepts such as DependencyInjection, service containers, and services, and go through steps to create customized commands for Symfony's console. Finally, the book covers performance optimization and the use of Varnish and Memcached in our project, and you are treated with the creation of database agnostic bundles and best practices.

Advanced Penetration Testing for Highly-Secured Environments. Employ the most advanced pentesting techniques and tools to build highly-secured systems and environments - Second Edition

Lee Allen, Kevin Cardwell

The defences continue to improve and become more and more common, but this book will provide you with a number or proven techniques to defeat the latest defences on the networks. The methods and techniques contained will provide you with a powerful arsenal of best practices to increase your penetration testing successes.The processes and methodology will provide you techniques that will enable you to be successful, and the step by step instructions of information gathering and intelligence will allow you to gather the required information on the targets you are testing. The exploitation and post-exploitation sections will supply you with the tools you would need to go as far as the scope of work will allow you. The challenges at the end of each chapter are designed to challenge you and provide real-world situations that will hone and perfect your penetration testing skills. You will start with a review of several well respected penetration testing methodologies, and following this you will learn a step-by-step methodology of professional security testing, including stealth, methods of evasion, and obfuscation to perform your tests and not be detected!The final challenge will allow you to create your own complex layered architecture with defences and protections in place, and provide the ultimate testing range for you to practice the methods shown throughout the book. The challenge is as close to an actual penetration test assignment as you can get!

Practical Artificial Intelligence and Blockchain. A guide to converging blockchain and AI to build smart applications for new economies

Ganesh Prasad Kumble, Anantha Krishnan

AI and blockchain are two emerging technologies catalyzing the pace of enterprise innovation. With this book, you’ll understand both technologies and converge them to solve real-world challenges.This AI blockchain book is divided into three sections. The first section covers the fundamentals of blockchain, AI, and affiliated technologies, where you’ll learn to differentiate between the various implementations of blockchains and AI with the help of examples. The second section takes you through domain-specific applications of AI and blockchain. You’ll understand the basics of decentralized databases and file systems and connect the dots between AI and blockchain before exploring products and solutions that use them together. You’ll then discover applications of AI techniques in crypto trading. In the third section, you’ll be introduced to the DIApp design pattern and compare it with the DApp design pattern. The book also highlights unique aspects of SDLC (software development lifecycle) when building a DIApp, shows you how to implement a sample contact tracing application, and delves into the future of AI with blockchain.By the end of this book, you’ll have developed the skills you need to converge AI and blockchain technologies to build smart solutions using the DIApp design pattern.

Algorithms and Data Structures with Python. A comprehensive guide to data structures & algorithms via an interactive learning experience

Cuantum Technologies LLC

Begin your journey with an introduction to Python and algorithms, laying the groundwork for more complex topics. You will start with the basics of Python programming, ensuring a solid foundation before diving into more advanced and sophisticated concepts. As you progress, you'll explore elementary data containers, gaining an understanding of their role in algorithm development.Midway through the course, you’ll delve into the art of sorting and searching, mastering techniques that are crucial for efficient data handling. You will then venture into hierarchical data structures, such as trees and graphs, which are essential for understanding complex data relationships. By mastering algorithmic techniques, you’ll learn how to implement solutions for a variety of computational challenges.The latter part of the course focuses on advanced topics, including network algorithms, string and pattern deciphering, and advanced computational problems. You'll apply your knowledge through practical case studies and optimizations, bridging the gap between theoretical concepts and real-world applications. This comprehensive approach ensures you are well-prepared to handle any programming challenge with confidence.

Data Engineering with dbt. A practical guide to building a cloud-based, pragmatic, and dependable data platform with SQL

Roberto Zagni

dbt Cloud helps professional analytics engineers automate the application of powerful and proven patterns to transform data from ingestion to delivery, enabling real DataOps.This book begins by introducing you to dbt and its role in the data stack, along with how it uses simple SQL to build your data platform, helping you and your team work better together. You’ll find out how to leverage data modeling, data quality, master data management, and more to build a simple-to-understand and future-proof solution. As you advance, you’ll explore the modern data stack, understand how data-related careers are changing, and see how dbt enables this transition into the emerging role of an analytics engineer. The chapters help you build a sample project using the free version of dbt Cloud, Snowflake, and GitHub to create a professional DevOps setup with continuous integration, automated deployment, ELT run, scheduling, and monitoring, solving practical cases you encounter in your daily work.By the end of this dbt book, you’ll be able to build an end-to-end pragmatic data platform by ingesting data exported from your source systems, coding the needed transformations, including master data and the desired business rules, and building well-formed dimensional models or wide tables that’ll enable you to build reports with the BI tool of your choice.

Prezi HOTSHOT. Create amazing Prezi presentations through 10 exciting Prezi projects

Hedwyg van Groenendaal, HLCN Van Groenendaal

Learning Mongoid. If you know MongoDB and Ruby, then Mongoid is a very handy tool to have at your disposal. Quickly learn to build Rails applications with the helpful code samples and instructions in this book

Gautam Rege

Mongoid helps you to leverage the power of schema-less and efficient document-based design, dynamic queries, and atomic modifier operations. Mongoid eases the work of Ruby developers while they are working on complex frameworks.Starting with why and how you should use Mongoid, this book covers the various components of Mongoid. It then delves deeper into the detail of queries and relations, and you will learn some tips and tricks on improving performance. With this book, you will be able to build robust and large-scale web applications with Mongoid and Rails.Starting with the basics, this book introduces you to components such as moped and origin, and how information is managed, learn about the various datatypes, embedded documents, arrays, and hashes. You will learn how a document is stored and manipulated with callbacks, validations, and even atomic updates. This book will then show you the querying mechanism in detail, right from simple to complex queries, and even explains eager loading, lazy evaluation, and chaining of queries. Finally, this book will explain the importance of performance tuning and how to use the right indexes. It also explains MapReduce and the Aggregation Framework.

PowerShell Troubleshooting Guide. Minimize debugging time and maximize troubleshooting efficiency by leveraging the unique features of the PowerShell language

Mike Shepard

Getting Started with Ionic. Get up and running with developing effective Hybrid Mobile Apps with Ionic

Rahat Khanna

Hybrid Apps are a promising choice in mobile app development to achieve cost effectiveness and rapid development. However, they were not preferred over native apps until few years back due to a poor performance and bad user experience, but everything has changed with the release of Ionic. It has evolved as the most popular choice for Hybrid Mobile App development as it tends to match the native experience and provides robust components/tools to build apps.Getting Started with Ionic equips any web developer with the basic knowledge needed to use modern web technologies to build amazing hybrid mobile apps using Ionic. This fast-paced, practical book explains all the important concepts of AngularJS and Cordova Framework required to develop apps, then gives you a brief introduction to hybrid mobile applications. It will guide you through setting up the environment to develop mobile apps, and through the multiple options and features available in Ionic so you can use them in your mobile apps. Features such as the Side Menu, Tabs, Touch Interactions, and native features such as Bar Code, Camera, and Geolocations are all covered.. Finally, we’ll show you how to use Cordova plugins and publish your apps.