{"product_id":"an-introduction-to-optimization-4th-edition-edwin-k-p-chong","title":"An Introduction to Optimization 4th Edition by Edwin K. P. Chong","description":"\u003ch3 data-start=\"168\" data-end=\"262\"\u003e\u003cstrong data-start=\"172\" data-end=\"260\"\u003eAn Introduction to Optimization: With Applications to Machine Learning (4th Edition)\u003c\/strong\u003e\u003c\/h3\u003e\n\u003cp data-start=\"263\" data-end=\"671\"\u003e\u003cstrong data-start=\"263\" data-end=\"274\"\u003eAuthor:\u003c\/strong\u003e Edwin K. P. Chong\u003cbr data-start=\"292\" data-end=\"295\"\u003e\u003cstrong data-start=\"295\" data-end=\"307\"\u003eBinding:\u003c\/strong\u003e Paperback\u003cbr data-start=\"317\" data-end=\"320\"\u003e\u003cstrong data-start=\"320\" data-end=\"338\"\u003ePaper Quality:\u003c\/strong\u003e White Paper Pakistan Print\u003cbr data-start=\"429\" data-end=\"432\"\u003e\u003cstrong data-start=\"432\" data-end=\"445\"\u003eCategory:\u003c\/strong\u003e Mathematics, Optimization, Machine Learning\u003cbr data-start=\"489\" data-end=\"492\"\u003e\u003cstrong data-start=\"492\" data-end=\"512\"\u003eRecommended For:\u003c\/strong\u003e\u003cbr data-start=\"512\" data-end=\"515\"\u003eBS\/MS students in Computer Science, Engineering, Mathematics, and Data Science; also ideal for machine learning enthusiasts and researchers in optimization.\u003c\/p\u003e\n\u003ch4 data-start=\"678\" data-end=\"698\"\u003e\u003cstrong data-start=\"683\" data-end=\"698\"\u003eKey Points:\u003c\/strong\u003e\u003c\/h4\u003e\n\u003col data-start=\"700\" data-end=\"1563\"\u003e\n\u003cli data-start=\"700\" data-end=\"879\"\u003e\n\u003cp data-start=\"703\" data-end=\"879\"\u003e\u003cstrong data-start=\"703\" data-end=\"741\"\u003eFoundations of Optimization Theory\u003c\/strong\u003e\u003cbr data-start=\"741\" data-end=\"744\"\u003eCovers both \u003cstrong data-start=\"759\" data-end=\"796\"\u003elinear and nonlinear optimization\u003c\/strong\u003e, \u003cstrong data-start=\"798\" data-end=\"840\"\u003econstrained and unconstrained problems\u003c\/strong\u003e, providing a strong mathematical base.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli data-start=\"881\" data-end=\"1088\"\u003e\n\u003cp data-start=\"884\" data-end=\"1088\"\u003e\u003cstrong data-start=\"884\" data-end=\"917\"\u003eMachine Learning Applications\u003c\/strong\u003e\u003cbr data-start=\"917\" data-end=\"920\"\u003eUpdated to include \u003cstrong data-start=\"942\" data-end=\"969\"\u003ereal-world ML use cases\u003c\/strong\u003e, such as \u003cstrong data-start=\"979\" data-end=\"999\"\u003egradient descent\u003c\/strong\u003e, \u003cstrong data-start=\"1001\" data-end=\"1023\"\u003eLagrangian methods\u003c\/strong\u003e, and \u003cstrong data-start=\"1029\" data-end=\"1056\"\u003estochastic optimization\u003c\/strong\u003e, relevant to modern AI systems.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli data-start=\"1090\" data-end=\"1260\"\u003e\n\u003cp data-start=\"1093\" data-end=\"1260\"\u003e\u003cstrong data-start=\"1093\" data-end=\"1117\"\u003eAlgorithmic Approach\u003c\/strong\u003e\u003cbr data-start=\"1117\" data-end=\"1120\"\u003eFocuses on practical algorithms with \u003cstrong data-start=\"1160\" data-end=\"1188\"\u003estep-by-step derivations\u003c\/strong\u003e, including \u003cstrong data-start=\"1200\" data-end=\"1235\"\u003eNewton’s method, simplex method\u003c\/strong\u003e, and \u003cstrong data-start=\"1241\" data-end=\"1259\"\u003eKKT conditions\u003c\/strong\u003e.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli data-start=\"1262\" data-end=\"1414\"\u003e\n\u003cp data-start=\"1265\" data-end=\"1414\"\u003e\u003cstrong data-start=\"1265\" data-end=\"1298\"\u003eExercises and MATLAB Examples\u003c\/strong\u003e\u003cbr data-start=\"1298\" data-end=\"1301\"\u003eIncludes \u003cstrong data-start=\"1313\" data-end=\"1351\"\u003eMATLAB code snippets and exercises\u003c\/strong\u003e to help students simulate and visualize optimization problems.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli data-start=\"1416\" data-end=\"1563\"\u003e\n\u003cp data-start=\"1419\" data-end=\"1563\"\u003e\u003cstrong data-start=\"1419\" data-end=\"1451\"\u003eWell-Structured for Learning\u003c\/strong\u003e\u003cbr data-start=\"1451\" data-end=\"1454\"\u003eDesigned to suit both classroom instruction and self-paced study with clear explanations and problem sets.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ol\u003e","brand":"MATHEMATICS","offers":[{"title":"Default Title","offer_id":44219023491299,"sku":"26393","price":1490.0,"currency_code":"PKR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0670\/9611\/7475\/files\/An_Introduction_to_Optimization_4th_Edition.jpg?v=1776345463","url":"https:\/\/newbooksnbooks.pk\/products\/an-introduction-to-optimization-4th-edition-edwin-k-p-chong","provider":"BooksNbooks","version":"1.0","type":"link"}