{"product_id":"foundations-of-machine-learning-and-ai-von-pradeep-singh-und-balasubramanian-raman","title":"Foundations of Machine Learning and AI","description":"\n                                \n                \u003cp\u003e\n                                        This book builds a single, coherent pathway from linear algebra to probability and statistical learning—the twin pillars behind modern Data Science, AI, and ML. With equal emphasis on \n                    \n                    \u003cstrong\u003egeometry (matrices, spectra, projections) \u003c\/strong\u003e\n                                        and \n                    \n                    \u003cstrong\u003euncertainty (randomness, estimation, generalization)\u003c\/strong\u003e\n                                        , it equips readers to derive algorithms from first principles and implement them robustly at scale. Throughout, geometric pictures (projections, angles, spectra) and probabilistic arguments (risk, concentration, generalization) are developed side-by-side. Each concept is motivated by a real ML use case—denoising with PCA, ill-conditioning in regression, choosing regularization via validation curves, or accelerating large least-squares with sketching.\n                \n                \u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783032303356\"\u003e\u003ch3\u003eGeometry, Probability and Optimization\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9783032303356","offer_id":59201183252805,"sku":"9783032303356","price":117.69,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/73461_0bdfae7f-7644-44ae-b7d2-86a910d2d5da.jpg?v=1792815981","url":"https:\/\/shop.autorenwelt.de\/products\/foundations-of-machine-learning-and-ai-von-pradeep-singh-und-balasubramanian-raman","provider":"Autorenwelt Shop","version":"1.0","type":"link"}