{"product_id":"feature-engineering-made-easy-identify-unique-features-from-your-dataset-in-order-to-build-powerful-machine-learning-systems-9781787287600","title":"Feature Engineering Made Easy: Identify unique features from your dataset in order to build powerful machine learning systems","description":"\u003cp\u003e • Author(s): Sinan Ozdemir | Divya Susarla\u003cbr\u003e • Publisher: Packt Publishing\u003cbr\u003e • Publisher Imprint: Packt Publishing\u003cbr\u003e • BISAC: Data Modeling \u0026amp; Design\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eA perfect guide to speed up the predicting power of machine learning algorithms\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDesign, discover, and create dynamic, efficient features for your machine learning application\u003c\/li\u003e\n\u003cli\u003eUnderstand your data in-depth and derive astonishing data insights with the help of this Guide\u003c\/li\u003e\n\u003cli\u003eGrasp powerful feature-engineering techniques and build machine learning systems\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eFeature engineering is the most important step in creating powerful machine learning systems. This book will take you through the entire feature-engineering journey to make your machine learning much more systematic and effective.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eYou will start with understanding your data-often the success of your ML models depends on how you leverage different feature types, such as continuous, categorical, and more, You will learn when to include a feature, when to omit it, and why, all by understanding error analysis and the acceptability of your models. You will learn to convert a problem statement into useful new features. You will learn to deliver features driven by business needs as well as mathematical insights. You'll also learn how to use machine learning on your machines, automatically learning amazing features for your data.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eBy the end of the book, you will become proficient in Feature Selection, Feature Learning, and Feature Optimization.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eIdentify and leverage different feature types\u003c\/p\u003e\u003cp\u003eClean features in data to improve predictive power\u003c\/p\u003e\u003cp\u003eUnderstand why and how to perform feature selection, and model error analysis\u003c\/p\u003e\u003cp\u003eLeverage domain knowledge to construct new features\u003c\/p\u003e\u003cp\u003eDeliver features based on mathematical insights\u003c\/p\u003e\u003cp\u003eUse machine-learning algorithms to construct features\u003c\/p\u003e\u003cp\u003eMaster feature engineering and optimization\u003c\/p\u003e\u003cp\u003eHarness feature engineering for real world applications through a structured case study\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eIf you are a data science professional or a machine learning engineer looking to strengthen your predictive analytics model, then this book is a perfect guide for you. Some basic understanding of the machine learning concepts and Python scripting would be enough to get started with this book.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46473978970263,"sku":"9781787287600","price":4286.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781787287600.jpg?v=1766265149","url":"https:\/\/atlanticbooks.com\/products\/feature-engineering-made-easy-identify-unique-features-from-your-dataset-in-order-to-build-powerful-machine-learning-systems-9781787287600","provider":"Atlantic Books","version":"1.0","type":"link"}