{"product_id":"9789811614378","title":"Sparse Estimation with Math and Python: 100 Exercises for Building Logic","description":"\u003ch1\u003eSparse Estimation with Math and Python: 100 Exercises for Building Logic\u003c\/h1\u003e \u003ch2\u003eSuzuki, Joe\u003c\/h2\u003e \u003cp\u003eThe most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than knowledge and experience. This textbook approaches the essence of sparse estimation by considering math problems and building Python programs. \u003c\/p\u003e\u003cp\u003eEach chapter introduces the notion of sparsity and provides procedures followed by mathematical derivations and source programs with examples of execution. To maximize readers’ insights into sparsity, mathematical proofs are presented for almost all propositions, and programs are described without depending on any packages. The book is carefully organized to provide the solutions to the exercises in each chapter so that readers can solve the total of 100 exercises by simply following the contents of each chapter.\u003c\/p\u003eThis textbook is suitable for an undergraduate or graduate course consisting of about 15 lectures (90 mins each). Written in an easy-to-follow and self-contained style, this book will also be perfect material for independent learning by data scientists, machine learning engineers, and researchers interested in linear regression, generalized linear lasso, group lasso, fused lasso, graphical models, matrix decomposition, and multivariate analysis.\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\u003cdiv\u003eThis book is one of a series of textbooks in machine learning by the same Author. Other titles are: \u003c\/div\u003e\u003cdiv\u003e\u003cdiv\u003e\u003cul\u003e\n\u003cli\u003eStatistical Learning with Math and R (https:\/\/www.springer.com\/gp\/book\/9789811575679)\u003c\/li\u003e\n\u003cli\u003eStatistical Learning with Math and Pyth (https:\/\/www.springer.com\/gp\/book\/9789811578762)\u003c\/li\u003e\n\u003cli\u003eSparse Estimation with Math and R\u003c\/li\u003e\n\u003c\/ul\u003e\u003c\/div\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2021-10-31\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9789811614378\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-16-1438-5\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 246\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":44309710143628,"sku":"9789811614378","price":40.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789811614378.jpg?v=1776051077","url":"https:\/\/lateknightbooks.com\/products\/9789811614378","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}