{"product_id":"automated-machine-learning-in-action-paperback","title":"Automated Machine Learning in Action (Paperback)","description":"\u003cp\u003e\u003cspan class=\"a-text-bold\" style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size: font-weight:\u003eOptimize every stage of your machine learning pipelines with powerful automation components and cutting-edge tools like AutoKeras and KerasTuner.\u003c\/span\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cstrong\u003eIn \u003c\/strong\u003e\u003c\/span\u003e\u003cstrong\u003e\u003cspan class=\"a-text-italic\" style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size: font-style: italic\u003eAutomated Machine Learning in Action\u003c\/span\u003e\u003c\/strong\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e\u003cstrong\u003e you will learn how to:\u003c\/strong\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e    Improve a machine learning model by automatically tuning its hyperparameters\u003cbr style=\"box-sizing: border-box;\"\u003e    Pick the optimal components for creating and improving your pipelines\u003cbr style=\"box-sizing: border-box;\"\u003e    Use AutoML toolkits such as AutoKeras and KerasTuner\u003cbr style=\"box-sizing: border-box;\"\u003e    Design and implement search algorithms to find the best component for your ML task\u003cbr style=\"box-sizing: border-box;\"\u003e    Accelerate the AutoML process with data-parallel, model pretraining, and other techniques\u003c\/span\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cspan class=\"a-text-italic\" style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size: font-style: italic\u003eAutomated Machine Learning in Action\u003c\/span\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e reveals how you can automate the burdensome elements of designing and tuning your machine learning systems. It’s written in a math-lite and accessible style, and filled with hands-on examples for applying AutoML techniques to every stage of a pipeline. AutoML can even be implemented by machine learning novices! If you’re new to ML, you’ll appreciate how the book primes you on machine learning basics. Experienced practitioners will love learning how automated tools like AutoKeras and KerasTuner can create pipelines that automatically select the best approach for your task, or tune any customized search space with user-defined hyperparameters, which removes the burden of manual tuning.\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003ePurchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cstrong\u003eAbout the technology\u003c\/strong\u003e\u003cbr style=\"box-sizing: border-box;\"\u003eMachine learning tasks like data pre-processing, feature selection, and model optimization can be time-consuming and highly technical. Automated machine learning, or AutoML, applies pre-built solutions to these chores, eliminating errors caused by manual processing. By accelerating and standardizing work throughout the ML pipeline, AutoML frees up valuable data scientist time and enables less experienced users to apply machine learning effectively.\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cstrong\u003eAbout the book\u003c\/strong\u003e\u003c\/span\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cspan class=\"a-text-italic\" style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size: font-style: italic\u003eAutomated Machine Learning in Action\u003c\/span\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e shows you how to save time and get better results using AutoML. As you go, you’ll learn how each component of an ML pipeline can be automated with AutoKeras and KerasTuner. The book is packed with techniques for automating classification, regression, data augmentation, and more. The payoff: Your ML systems will be able to tune themselves with little manual work.\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cstrong\u003eWhat's inside\u003c\/strong\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e    Automatically tune model hyperparameters\u003cbr style=\"box-sizing: border-box;\"\u003e    Pick the optimal pipeline components\u003cbr style=\"box-sizing: border-box;\"\u003e    Select appropriate models and features\u003cbr style=\"box-sizing: border-box;\"\u003e    Learn different search algorithms and acceleration strategies\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cstrong\u003eAbout the reader\u003c\/strong\u003e\u003cbr style=\"box-sizing: border-box;\"\u003eFor ML novices building their first pipelines and experienced ML engineers looking to automate tasks.\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cstrong\u003eAbout the Author\u003c\/strong\u003e\u003c\/span\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cspan class=\"a-text-bold\" style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size: font-weight:\u003eDrs. Qingquan Song, Haifeng Jin, and Xia “Ben” Hu\u003c\/span\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e are the creators of the AutoKeras automated deep learning library.\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cstrong\u003eTable of Contents\u003c\/strong\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e\u003cstrong\u003ePART 1 FUNDAMENTALS OF AUTOML\u003c\/strong\u003e\u003cbr style=\"box-sizing: border-box;\"\u003e1 From machine learning to automated machine learning\u003cbr style=\"box-sizing: border-box;\"\u003e2 The end-to-end pipeline of an ML project\u003cbr style=\"box-sizing: border-box;\"\u003e3 Deep learning in a nutshell \u003c\/span\u003e\u003c\/p\u003e\u003cp\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e\u003c\/span\u003e\u003cstrong style=\"color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003ePART 2 AUTOML IN PRACTICE\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e4 Automated generation of end-to-end ML solutions\u003cbr style=\"box-sizing: border-box;\"\u003e5 Customizing the search space by creating AutoML pipelines\u003cbr style=\"box-sizing: border-box;\"\u003e6 AutoML with a fully customized search space\u003c\/span\u003e\u003c\/p\u003e\u003cp\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e\u003cstrong\u003ePART 3 ADVANCED TOPICS IN AUTOML \u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\u003cp\u003e\u003cspan style=\"box-sizing: border-box; color: rgb(15, 17, 17); font-family: \" amazon ember arial sans-serif font-size:\u003e7 Customizing the search method of AutoML\u003cbr style=\"box-sizing: border-box;\"\u003e8 Scaling up AutoML\u003cbr style=\"box-sizing: border-box;\"\u003e9 Wrapping up\u003c\/span\u003e\u003c\/p\u003e","brand":"Manning Publications","offers":[{"title":"Paperback","offer_id":50506259988550,"sku":"9781617298059","price":3630.0,"currency_code":"INR","in_stock":true},{"title":"E-Book","offer_id":50506260021318,"sku":"9781617298059-2","price":4333.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0754\/2797\/1142\/files\/61BwlLaGpKL.jpg?v=1790324462","url":"https:\/\/cb-india.com\/products\/automated-machine-learning-in-action-paperback","provider":"Computer Bookshop (India) Pvt Ltd","version":"1.0","type":"link"}