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Podcasts
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.
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.
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
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.
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
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.
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.