{"product_id":"a-hands-on-introduction-to-machine-learning-hardback-9781009123303","title":"A Hands-On Introduction to Machine Learning (Hardback) 9781009123303","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eA Hands-On Introduction to Machine Learning\u003c\/font\u003e\u003cbr\u003e\r\n\r\n\r\n\u003c\/p\u003e\n\u003cp\u003e\u003cem\u003eA self-contained and practical introduction that assumes no prior knowledge of programming or machine learning.\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eChirag Shah (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9781009123303, Cambridge University Press\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 29 December 2022\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e500 pages\u003cbr\u003e26.1 x 20.9 x 2.3 cm, 1.2 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cem\u003e\u003cfont size=\"3\"\u003e'… an approachable exposition of machine learning with theories and context based on real-life, practical applications. Professor Shah interweaves theoretical concepts, such as dimensionality reduction, gradient descent, and reinforcement learning, with hands-on examples that are easy to understand. This helps students in the classroom as well as other engineering practitioners who are approaching these topics for real-world use cases.' Madhu Kurup, Vice President, Indeed.com\u003c\/font\u003e\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003ePacked with real-world examples, industry insights and practical activities, this textbook is designed to teach machine learning in a way that is easy to understand and apply. It assumes only a basic knowledge of technology, making it an ideal resource for students and professionals, including those who are new to computer science. All the necessary topics are covered, including supervised and unsupervised learning, neural networks, reinforcement learning, cloud-based services, and the ethical issues still posing problems within the industry. While Python is used as the primary language, many exercises will also have the solutions provided in R for greater versatility. A suite of online resources is available to support teaching across a range of different courses, including example syllabi, a solutions manual, and lecture slides. Datasets and code are also available online for students, giving them everything they need to practice the examples and problems in the book.\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePart I. Basic Concepts: 1. Teaching computers to write programs\u003cbr\u003e 2. Python\u003cbr\u003e 3. Cloud computing\u003cbr\u003e Part II. Supervised Learning: 4. Regression\u003cbr\u003e 5. Classification-1\u003cbr\u003e 6. Classification-2\u003cbr\u003e Part III. Unsupervised Learning: 7. Clustering\u003cbr\u003e 8. Dimensionality reduction\u003cbr\u003e Part IV. Neural Networks: 9. Neural networks\u003cbr\u003e 10. Deep learning\u003cbr\u003e Part V. Further explorations: 11. Reinforcement learning\u003cbr\u003e 12. Designing and evaluating ML systems\u003cbr\u003e 13. Responsible AI\u003cbr\u003e Appendices.\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Machine learning [\u003ca title=\"See our other books on Machine learning\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Machine%20learning%20%5BUYQM%5D%22\"\u003eUYQM\u003c\/a\u003e], Knowledge management [\u003ca title=\"See our other books on Knowledge management\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Knowledge%20management%20%5BKJMV3%5D%22\"\u003eKJMV3\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Cambridge University Press","offers":[{"title":"Default Title","offer_id":46000577151256,"sku":"9781009123303","price":43.19,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9781009123303i.jpg?v=1696791233","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/a-hands-on-introduction-to-machine-learning-hardback-9781009123303","provider":"Freshly Printed Books","version":"1.0","type":"link"}