{"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\u003e • Author(s): Kyle Gallatin\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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, from loading data to training models and leveraging neural networks. \u003c\/p\u003e\u003cp\u003eEach recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure that 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. \u003c\/p\u003e\u003cp\u003eGo beyond theory and concepts by learning the nuts and bolts you need to construct working machine learning applications. 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\u003eSupporting vector machines (SVM), naäve Bayes, clustering, and tree-based models \u003c\/li\u003e\n\u003cli\u003eSaving, loading, and serving trained models from multiple frameworks\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45036896288919,"sku":"9781098135720","price":4599.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781098135720.webp?v=1768543606","url":"https:\/\/atlanticbooks.com\/products\/machine-learning-with-python-cookbook-practical-solutions-from-preprocessing-to-deep-learning-9781098135720","provider":"Atlantic Books","version":"1.0","type":"link"}