{"product_id":"feature-learning-and-understanding-9783030407940","title":"Feature Learning and Understanding","description":"\u003cp\u003eThis book covers the essential concepts and strategies within traditional and cutting-edge feature learning methods thru both theoretical analysis and case studies. Good features give good models and it is usually not classifiers but features that determine the effectiveness of a model. In this book, readers can find not only traditional feature learning methods, such as principal component analysis, linear discriminant analysis, and geometrical-structure-based methods, but also advanced feature learning methods, such as sparse learning, low-rank decomposition, tensor-based feature extraction, and deep-learning-based feature learning. Each feature learning method has its own dedicated chapter that explains how it is theoretically derived and shows how it is implemented for real-world applications. Detailed illustrated figures are included for better understanding. This book can be used by students, researchers, and engineers looking for a reference guide for popular methods of feature learning and machine intelligence.\u003c\/p\u003e","brand":"Gardners","offers":[{"title":"Default Title","offer_id":52926042177815,"sku":null,"price":16129.82,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0679\/6918\/8119\/files\/9783030407940.jpg?v=1781594268","url":"https:\/\/payment.letskitaboo.com\/products\/feature-learning-and-understanding-9783030407940","provider":"Kitaboo One eStore","version":"1.0","type":"link"}