{"product_id":"master-machine-learning-with-scikit-learn-a-practical-guide-to-building-better-models-with-python-9798299179460","title":"Master Machine Learning with scikit-learn: A Practical Guide to Building Better Models with Python","description":"\u003cb\u003eThis is a practical guide to help you transform from Machine Learning novice to skilled Machine Learning practitioner.\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eThroughout the book, you'll learn the best practices for proper Machine Learning and how to apply those practices to your own Machine Learning problems. By the end of this book, you'll be more confident when tackling new Machine Learning problems because you'll understand what steps you need to take, why you need to take them, and how to correctly execute those steps using scikit-learn. You'll know what problems you might run into, and you'll know exactly how to solve them. Because you're learning a better way to work in scikit-learn, your code will be easier to write and to read, and you'll get better Machine Learning results faster than before! \u003cp\u003e\u003c\/p\u003e\u003ci\u003e\"If you think that Machine Learning is too complex for you to learn, I cannot recommend this book enough. It will give you the confidence you need, along with the knowledge you want.\"\u003c\/i\u003e\u003cbr\u003e- Reuven Lerner, Python trainer \u003cp\u003e\u003c\/p\u003e\u003ci\u003e\"By far the best book I've read on scikit-learn. The later chapters, in particular, helped me significantly deepen my understanding and improve my use of the library.\"\u003c\/i\u003e\u003cbr\u003e- Patrick Ryan, Software Engineer \u003cp\u003e\u003c\/p\u003e\u003ci\u003e\"Exceptionally well-structured and easy to grasp.\"\u003c\/i\u003e\u003cbr\u003e- Marco Peters, Business Intelligence Analyst \u003cp\u003e\u003c\/p\u003e\u003cb\u003eKevin Markham\u003c\/b\u003e is the founder of Data School, an online school for learning Data Science with Python. He has been teaching Machine Learning in the classroom and online for more than 10 years, and is passionate about teaching people who are new to the field. He has a degree in Computer Engineering from Vanderbilt University and lives in Asheville, North Carolina. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eTopics covered: \u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eReview of the basic Machine Learning workflow\u003c\/li\u003e\n\u003cli\u003eEncoding categorical features\u003c\/li\u003e\n\u003cli\u003eEncoding text data\u003c\/li\u003e\n\u003cli\u003eHandling missing values\u003c\/li\u003e\n\u003cli\u003ePreparing complex datasets\u003c\/li\u003e\n\u003cli\u003eCreating an efficient workflow for preprocessing and model building\u003c\/li\u003e\n\u003cli\u003eTuning your workflow for maximum performance\u003c\/li\u003e\n\u003cli\u003eAvoiding data leakage\u003c\/li\u003e\n\u003cli\u003eProper model evaluation\u003c\/li\u003e\n\u003cli\u003eAutomatic feature selection\u003c\/li\u003e\n\u003cli\u003eFeature standardization\u003c\/li\u003e\n\u003cli\u003eFeature engineering using custom transformers\u003c\/li\u003e\n\u003cli\u003eLinear and non-linear models\u003c\/li\u003e\n\u003cli\u003eModel ensembling\u003c\/li\u003e\n\u003cli\u003eModel persistence\u003c\/li\u003e\n\u003cli\u003eHandling high-cardinality categorical features\u003c\/li\u003e\n\u003cli\u003eHandling class imbalance\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e","brand":"Independently Published","offers":[{"title":"Default Title","offer_id":52160028934418,"sku":"9798299179460","price":16.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_983c4d3b-1e2a-4bd7-828c-3d850417da0a.jpg?v=1775031607","url":"https:\/\/surprise-castle.myshopify.com\/products\/master-machine-learning-with-scikit-learn-a-practical-guide-to-building-better-models-with-python-9798299179460","provider":"Surprise Castle","version":"1.0","type":"link"}