{"product_id":"building-data-science-solutions-with-anaconda-a-comprehensive-starter-guide-to-building-robust-and-complete-models-paperback","title":"Building Data Science Solutions with Anaconda: A comprehensive starter guide to building robust and complete models - Paperback","description":"\u003cp\u003eby \u003cb\u003eDan Meador\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eThe missing manual to becoming a successful data scientist-develop the skills to use key tools and the knowledge to thrive in the AI\/ML landscape\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\u003eLearn from an AI patent-holding engineering manager with deep experience in Anaconda tools and OSS\u003c\/li\u003e\n\u003cli\u003eGet to grips with critical aspects of data science such as bias in datasets and interpretability of models\u003c\/li\u003e\n\u003cli\u003eGain a deeper understanding of the AI\/ML landscape through real-world examples and practical analogies\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eYou might already know that there's a wealth of data science and machine learning resources available on the market, but what you might not know is how much is left out by most of these AI resources. This book not only covers everything you need to know about algorithm families but also ensures that you become an expert in everything, from the critical aspects of avoiding bias in data to model interpretability, which have now become must-have skills.\u003c\/p\u003e\u003cp\u003eIn this book, you'll learn how using Anaconda as the easy button, can give you a complete view of the capabilities of tools such as conda, which includes how to specify new channels to pull in any package you want as well as discovering new open source tools at your disposal. You'll also get a clear picture of how to evaluate which model to train and identify when they have become unusable due to drift. Finally, you'll learn about the powerful yet simple techniques that you can use to explain how your model works.\u003c\/p\u003e\u003cp\u003eBy the end of this book, you'll feel confident using conda and Anaconda Navigator to manage dependencies and gain a thorough understanding of the end-to-end data science workflow.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eInstall packages and create virtual environments using conda\u003c\/li\u003e\n\u003cli\u003eUnderstand the landscape of open source software and assess new tools\u003c\/li\u003e\n\u003cli\u003eUse scikit-learn to train and evaluate model approaches\u003c\/li\u003e\n\u003cli\u003eDetect bias types in your data and what you can do to prevent it\u003c\/li\u003e\n\u003cli\u003eGrow your skillset with tools such as NumPy, pandas, and Jupyter Notebooks\u003c\/li\u003e\n\u003cli\u003eSolve common dataset issues, such as imbalanced and missing data\u003c\/li\u003e\n\u003cli\u003eUse LIME and SHAP to interpret and explain black-box models\u003c\/li\u003e\n\u003c\/ul\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're a data analyst or data science professional looking to make the most of Anaconda's capabilities and deepen your understanding of data science workflows, then this book is for you. You don't need any prior experience with Anaconda, but a working knowledge of Python and data science basics is a must.\u003c\/p\u003e\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 330\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.69 x 9.25 x 7.5 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e May 27, 2022\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":47437163724978,"sku":"9781800568785","price":70.54,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0770\/3891\/1666\/files\/4f4b614b2ad62e3561e2b9c9e6804200.webp?v=1778649187","url":"https:\/\/box.dadyminds.org\/products\/building-data-science-solutions-with-anaconda-a-comprehensive-starter-guide-to-building-robust-and-complete-models-paperback","provider":"DADYMINDS BOX","version":"1.0","type":"link"}