{"type":"product","schema_version":"1.0","item_id":"101737492601","canonical_url":"https://tw.bid.yahoo.com/item/101737492601","title":"Machine Learning Refined｜2/e精裝,未使用｜Watt,Borhani,Katsaggelos","subtitle":null,"condition":"近全新","currency":"TWD","observed_at":"2026-05-01T19:20:05.883Z","current_price":1260,"original_price":null,"stock_status":"low_stock","available_quantity":1,"sold_quantity":0,"seller":{"id":"Y4762459297","name":"個人,售出不退買家負擔運送風險","positive_rate":null,"rating_count":null},"images":[{"url":"https://img.yec.tw/ob/image/db04d492-5e82-4b45-8fe2-c5d9b0374d12.jpg","role":"main","alt":"商品主圖","width":null,"height":null},{"url":"https://img.yec.tw/ob/image/985cbc66-5f35-4c8c-84e4-40656f77374f.jpg","role":"detail","alt":"商品圖片 2","width":null,"height":null},{"url":"https://img.yec.tw/ob/image/3e8a84c9-f0ad-47f5-95a6-3c349409e6f5.jpg","role":"detail","alt":"商品圖片 3","width":null,"height":null},{"url":"https://img.yec.tw/ob/image/c4a2efea-14e1-4c66-b74b-f8be8c151081.jpg","role":"detail","alt":"商品圖片 4","width":null,"height":null},{"url":"https://img.yec.tw/ob/image/7adb60e4-fa2b-47bb-afa4-f46f6d97405b.jpg","role":"detail","alt":"商品圖片 5","width":null,"height":null},{"url":"https://img.yec.tw/ob/image/30767adf-0a57-4641-836b-926557b4e739.jpg","role":"detail","alt":"商品圖片 6","width":null,"height":null},{"url":"https://img.yec.tw/ob/image/1248901d-7f62-4140-b57f-a2ec41c54120.jpg","role":"detail","alt":"商品圖片 7","width":null,"height":null}],"description":"自藏精裝書，有書套保護，約2023年中購入後未使用，故求售\n\n外觀保存如圖\n\n售出不退，請可接受以上所有敘述者再下標\n\nFormat: Hardback\n\n- Publication date: 12 March 2020\n- ISBN: 9781108480727\n- Dimensions (mm): 247 x 174 mm\n- Weight: 1.36kg\n- Contains: 316 colour illus. 127 exercises\n- Page extent: 594 pages\n\n1. Introduction to machine learningPart I. Mathematical Optimization:2. Zero order optimization techniques3. First order methods4. Second order optimization techniquesPart II. Learning:5. regression6. two-class classification7. multi-class classification8. unsupervised learning9. Feature engineering and selectionPart III. Non Learning:10. Principles of non feature engineering11. Principles of feature learning12. Kernel methods13. Fully-connected neural networks14. Tree-based learnersPart IV. Appendices: Appendix A. Advanced first and second order optimization methodsAppendix B. Derivatives and automatic differentiation\n\nWith its intuitive yet rigorous approach to machine learning, this text provides students with the fundamental knowledge and practical tools needed to conduct research and build data-driven products. The authors prioritize geometric intuition and algorithmic thinking, and include detail on all the essential mathematical prerequisites, to offer a fresh and accessible way to learn. Practical applications are emphasized, with examples from discip including computer vision, natural language processing, economics, neuroscience, recommender systems, physics, and biology. Over 300 color illustrations are included and have been meticulously designed to enable an intuitive grasp of technical concepts, and over 100 in-depth coding exercises (in Python) provide a real understanding of crucial machine learning algorithms. A suite of on including sample code, data sets, interactive lecture slides, and a solutions manual are provided on this an ideal text both for graduate courses on machine learning and for individual reference and self-study.\n\n- Encourages geometric intuition and algorithmic thinking to provide an...","shipping_methods":[{"name":"郵局掛號","fee":0,"currency":"TWD"},{"name":"7-ELEVEN取貨付款","fee":0,"currency":"TWD"},{"name":"7-ELEVEN取貨不付款","fee":0,"currency":"TWD"},{"name":"面交/自取/不寄送","fee":0,"currency":"TWD"},{"name":"萊爾富取貨付款","fee":0,"currency":"TWD"}],"lowest_shipping_fee":null,"payment_methods":["ATM轉帳","萊爾富取貨付款","7-ELEVEN取貨付款"],"category_id":"2092095880","category_name":"應用科學","breadcrumb":[{"id":"3994318","name":"圖書/影音/文具","url":"/tw/%E5%9C%96%E6%9B%B8-%E5%BD%B1%E9%9F%B3-%E6%96%87%E5%85%B7-3994318-category.html"},{"id":"2092064185","name":"圖書與雜誌","url":"/tw/%E5%9C%96%E6%9B%B8%E8%88%87%E9%9B%9C%E8%AA%8C-2092064185-category.html"},{"id":"2092095879","name":"科學","url":"/tw/%E7%A7%91%E5%AD%B8-2092095879-category.html"},{"id":"2092095880","name":"應用科學","url":"/tw/%E6%87%89%E7%94%A8%E7%A7%91%E5%AD%B8-2092095880-category.html"}],"view_count":0,"watch_count":0,"hashtags":["機器學習","劍橋大學出版社"]}