{"product_id":"mastering-machine-learning-through-questions-and-answers-9789378544545","title":"Mastering Machine Learning Through Questions and Answers: Essential concepts, theory, models, and practical examples","description":"This book provides a structured and intuitive learning experience through a Q\u0026amp;A format. It begins with foundational machine learning concepts, followed by detailed coverage of supervised and unsupervised learning techniques. The book explores key algorithms such as logistic regression, support vector machines (SVM), decision trees, and ensemble methods. It then progresses to advanced topics, including neural networks, dimensionality reduction, and modern trends like large language models (LLMs). Dedicated chapters on practical implementation using Python libraries, real-world applications, and interview-focused questions ensure a well-rounded understanding of both theory and practice.\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003ePublication date:\u003c\/strong\u003e 17 April 2026\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePage count:\u003c\/strong\u003e 354\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003ePublisher:\u003c\/strong\u003e BPB Publications\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e Paperback\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eISBN-13:\u003c\/strong\u003e 9789378544545\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Rohan Banerjee","offers":[{"title":"Paperback","offer_id":68064633291002,"sku":"9789378544545","price":38.08,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0522\/4297\/2845\/files\/9789378544545.jpg?v=1793675622","url":"https:\/\/shulphink.com\/products\/mastering-machine-learning-through-questions-and-answers-9789378544545","provider":"Shulph Ink","version":"1.0","type":"link"}