{"product_id":"machine-learning-with-python-cookbook-practical-solutions-from-preprocessing-to-deep-learning-9781098135720","title":"Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning","description":"\u003cp\u003eThis practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems all the way from loading data to training models and leveraging neural networks. \u003c\/p\u003e\u003cp\u003e Each recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure it works. From there, you can adapt these recipes according to your use case or application. Recipes include a discussion that explains the solution and provides meaningful context. Go beyond theory and concepts by learning the nuts and bolts you need to construct working machine learning applications. \u003c\/p\u003e\u003cp\u003e You'll find recipes for: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eVectors, matrices, and arrays \u003c\/li\u003e\n\u003cli\u003eWorking with data from CSV, JSON, SQL, databases, cloud storage, and other sources \u003c\/li\u003e\n\u003cli\u003eHandling numerical and categorical data, text, images, and dates and times \u003c\/li\u003e\n\u003cli\u003eDimensionality reduction using feature extraction or feature selection \u003c\/li\u003e\n\u003cli\u003eModel evaluation and selection \u003c\/li\u003e\n\u003cli\u003eLinear and logical regression, trees and forests, and k-nearest neighbors \u003c\/li\u003e\n\u003cli\u003eSupport vector machines (SVM), naive Bayes, clustering, and tree-based models \u003c\/li\u003e\n\u003cli\u003eSaving and loading trained models from multiple frameworks \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-16253682\"\u003eKyle Gallatin\u003c\/a\u003e, \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-11322916\"\u003eChris Albon\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/05\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 413\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.45lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.85d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9781098135720\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 1098135725\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM094000\"\u003eData Science | Machine Learning\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM044000\"\u003eData Science | Neural Networks\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM051000\"\u003eProgramming | General\u003c\/a\u003e\u003cbr\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":44480901841133,"sku":"9781098135720","price":79.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0550\/8097\/6621\/products\/img_f85963a4-39cc-43f0-a77f-ef90e54d584d.jpg?v=1700743512","url":"https:\/\/sureshotbooks.com\/products\/machine-learning-with-python-cookbook-practical-solutions-from-preprocessing-to-deep-learning-9781098135720","provider":"SureShot Books Publishing LLC","version":"1.0","type":"link"}