{"product_id":"machine-learning-bookcamp-alexey-grigorev-9781617296819","title":"Machine Learning Bookcamp: Build a Portfolio of Real-Life Projects","description":"\u003cb\u003eTime to flex your machine learning muscles! Take on the carefully designed challenges of the \u003ci\u003eMachine Learning Bookcamp\u003c\/i\u003e and master essential ML techniques through practical application.\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eSummary\u003cbr\u003e In \u003ci\u003eMachine Learning Bookcamp\u003c\/i\u003e you will: \u003cp\u003e\u003c\/p\u003e Collect and clean data for training models\u003cbr\u003e Use popular Python tools, including NumPy, Scikit-Learn, and TensorFlow\u003cbr\u003e Apply ML to complex datasets with images\u003cbr\u003e Deploy ML models to a production-ready environment \u003cp\u003e\u003c\/p\u003e The only way to learn is to practice! In \u003ci\u003eMachine Learning Bookcamp\u003c\/i\u003e, you'll create and deploy Python-based machine learning models for a variety of increasingly challenging projects. Taking you from the basics of machine learning to complex applications such as image analysis, each new project builds on what you've learned in previous chapters. You'll build a portfolio of business-relevant machine learning projects that hiring managers will be excited to see. \u003cp\u003e\u003c\/p\u003e Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. \u003cp\u003e\u003c\/p\u003e About the technology\u003cbr\u003e Master key machine learning concepts as you build actual projects! Machine learning is what you need for analyzing customer behavior, predicting price trends, evaluating risk, and much more. To master ML, you need great examples, clear explanations, and lots of practice. This book delivers all three! \u003cp\u003e\u003c\/p\u003e About the book\u003cbr\u003e \u003ci\u003eMachine Learning Bookcamp\u003c\/i\u003e presents realistic, practical machine learning scenarios, along with crystal-clear coverage of key concepts. In it, you'll complete engaging projects, such as creating a car price predictor using linear regression and deploying a churn prediction service. You'll go beyond the algorithms and explore important techniques like deploying ML applications on serverless systems and serving models with Kubernetes and Kubeflow. Dig in, get your hands dirty, and have fun building your ML skills! \u003cp\u003e\u003c\/p\u003e What's inside \u003cp\u003e\u003c\/p\u003e Collect and clean data for training models\u003cbr\u003e Use popular Python tools, including NumPy, Scikit-Learn, and TensorFlow\u003cbr\u003e Deploy ML models to a production-ready environment \u003cp\u003e\u003c\/p\u003eAbout the reader\u003cbr\u003e Python programming skills assumed. No previous machine learning knowledge is required. \u003cp\u003e\u003c\/p\u003e About the author\u003cbr\u003e \u003cb\u003eAlexey Grigorev\u003c\/b\u003e is a principal data scientist at OLX Group. He runs DataTalks.Club, a community of people who love data. \u003cp\u003e\u003c\/p\u003eTable of Contents \u003cp\u003e\u003c\/p\u003e 1 Introduction to machine learning\u003cbr\u003e 2 Machine learning for regression\u003cbr\u003e 3 Machine learning for classification\u003cbr\u003e 4 Evaluation metrics for classification\u003cbr\u003e 5 Deploying machine learning models\u003cbr\u003e 6 Decision trees and ensemble learning\u003cbr\u003e 7 Neural networks and deep learning\u003cbr\u003e 8 Serverless deep learning\u003cbr\u003e 9 Serving models with Kubernetes and Kubeflow\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Alexey Grigorev\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1617296813\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781617296819\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Manning Publications\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/23\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 472\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.65lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.10h x 7.30w x 1.10d","brand":"Alexey Grigorev","offers":[{"title":"Paperback","offer_id":43995325989119,"sku":"9781617296819","price":49.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_a1fdf378-bd18-43fa-9db5-46849c4eb128.jpg?v=1683335187","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-bookcamp-alexey-grigorev-9781617296819","provider":"WR Book House","version":"1.0","type":"link"}