{"product_id":"9781032268286","title":"Machine Learning","description":"Machine Learning: Concepts, Techniques and Applications starts at basic conceptual level of explaining machine learning and goes on to explain the basis of machine learning algorithms. The mathematical foundations required are outlined along with their associations to machine learning. The book then goes on to describe important machine learning algorithms along with appropriate use cases. This approach enables the readers to explore the applicability of each algorithm by understanding the differences between them. A comprehensive account of various aspects of ethical machine learning has been discussed. An outline of deep learning models is also included. The use cases, self-assessments, exercises, activities, numerical problems, and projects associated with each chapter aims to concretize the understanding. Features  Concepts of Machine learning from basics to algorithms to implementation   Comparison of Different Machine Learning Algorithms – When to use them \u0026amp; Why – for Application developers and Researchers  Machine Learning from an Application Perspective – General \u0026amp; Machine learning for Healthcare, Education, Business, Engineering Applications  Ethics of machine learning including Bias, Fairness, Trust, Responsibility  Basics of Deep learning, important deep learning models and applications  Plenty of objective questions, Use Cases, Activity and Project based Learning ExercisesThe book aims to make the thinking of applications and problems in terms of machine learning possible for graduate students, researchers and professionals so that they can formulate the problems, prepare data, decide features, select appropriate machine learning algorithms and do appropriate performance evaluation. ","brand":"T V Geetha","offers":[{"title":"Default Title","offer_id":47808703463742,"sku":"9781032268286","price":9401.37,"currency_code":"ZAR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4357\/7662\/products\/9781032268286_5d07c35a-9d9a-4528-8474-51394b7fe474.jpg?v=1707398903","url":"https:\/\/exclusivebooks.co.za\/products\/9781032268286","provider":"Exclusive Books Online","version":"1.0","type":"link"}