{"product_id":"continuous-optimization-for-data-science","title":"Continuous Optimization for Data Science","description":"\u003ch1\u003e\u003cspan style=\"color: #262626;\"\u003eContinuous Optimization for Data Science\u003c\/span\u003e\u003c\/h1\u003e\n\u003cp\u003e\u003cspan style=\"color: #262626;\"\u003eThe text is divided into three main parts: unconstrained optimization, constrained optimization, and linear programming. The first part addresses unconstrained optimization in single-variable and multivariable functions, introducing key algorithms such as steepest descent, Newton, and quasi-Newton methods.The second part focuses on constrained optimization, starting with linear equality constraints and extending to more general cases, including inequality constraints. It details optimality conditions, sensitivity analysis, and relevant algorithms for solving these problems.The third part covers linear programming, presenting the formulation of LP problems, the simplex algorithm, and sensitivity analysis. Throughout, the text provides numerous applications to data science, such as linear regression, maximum likelihood estimation, expectation-maximization algorithms, support vector machines, and linear neural networks.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan style=\"color: #262626;\"\u003e\u003cbr\u003e\u003cstrong\u003eAutor:\u003c\/strong\u003e\u003cbr\u003eMoshe Haviv\u003cspan style=\"color: #b3b3b3;\"\u003e\u003cem\u003e)\u003c\/em\u003e\u003c\/span\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp data-mce-fragment=\"1\"\u003e\u003cspan style=\"color: #262626;\"\u003e\u003cstrong\u003eCaracterísticas técnicas:\u003c\/strong\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cspan style=\"color: #262626;\"\u003eTamaño cerrado 152 x 229 mm\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan style=\"color: #262626;\"\u003e320 páginas interiores\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan style=\"color: #262626;\"\u003eTapa rústica\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan style=\"color: #262626;\"\u003eEncuadernación lomo cuadrado\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp data-mce-fragment=\"1\"\u003e\u003cspan style=\"color: #262626;\"\u003e\u003cspan style=\"color: #262626;\"\u003eEn Webook cuidamos el medio ambiente, imprimimos lo justo y este libro lo haremos especialmente para ti \u003cmeta charset=\"utf-8\"\u003e\u003c\/span\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e","brand":"Bibliomanager","offers":[{"title":"Default Title","offer_id":46775521247369,"sku":"001-0000291239","price":166400.0,"currency_code":"CLP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0688\/5703\/6937\/files\/1470723_IMAGEN_TAPA_G_001_0c05663a-94e9-406e-833c-11ce46d1926c.jpg?v=1779274614","url":"https:\/\/webook.cl\/products\/continuous-optimization-for-data-science","provider":"WeBook","version":"1.0","type":"link"}