{"product_id":"mathematics-of-deep-learning-9783119144117","title":"Mathematics of Deep Learning","description":"\u003cp\u003eThis course aims at providing a mathematical perspective to some key elements of the so-called deep neural networks (DNNs).  Much of the interest on deep learning has focused on the implementation of DNN-based algorithms.   Our hope is that this compact textbook will offer a complementary point of view that emphasizes the underlying mathematical ideas. We believe that a more foundational perspective will help to answer important questions that have only received empirical answers so far.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003eOur goal is to introduce basic concepts from deep learning in a rigorous mathematical fashion, e.g. introduce mathematical definitions of deep neural networks (DNNs), loss functions, the backpropagation algorithm, etc. \u003c\/p\u003e \u003cp\u003eWe   attempt to identify for each concept the simplest setting that minimizes technicalities but still contains the key mathematics.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003eThe book focuses on deep learning techniques and introduces them almost immediately. Other techniques such as regression and SVM are briefly introduced and used as a steppingstone for explaining basic ideas of deep learning.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003eThroughout these notes, the rigorous definitions and statements are supplemented by heuristic explanations and figures. The book is organized so that each chapter introduces a key concept.  When teaching this course, some chapters could be presented as a part of a single lecture whereas the others have more material and would take several lectures.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e","brand":"Leonid Berlyand","offers":[{"title":"Default Title","offer_id":48267313742075,"sku":"9783119144117","price":71.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0779\/3917\/9771\/files\/CoreSourceHub_d16ddb60-1be8-49f9-ab2e-e0db13eb6404.jpg?v=1775696090","url":"https:\/\/indiepubs.com\/products\/mathematics-of-deep-learning-9783119144117","provider":"IndiePubs","version":"1.0","type":"link"}