Gå direkt till innehållet

Fynda 4 pocket för 3 »

Till startsidan
Böcker, spel, garn, pyssel m.m.
Linear Algebra And Optimization With Applications To Machine Learning - Volume Ii: Fundamentals Of Optimization Theory With Applications To Machine Learning
Spara

Linear Algebra And Optimization With Applications To Machine Learning - Volume Ii: Fundamentals Of Optimization Theory With Applications To Machine Learning

inbunden, Engelska, 2020
2 394 kr
Lägsta pris på PriceRunner
Beställningsvara. Skickas inom 6-8 vardagar
Volume 2 applies the linear algebra concepts presented in Volume 1 to optimization problems which frequently occur throughout machine learning. This book blends theory with practice by not only carefully discussing the mathematical under pinnings of each optimization technique but by applying these techniques to linear programming, support vector machines (SVM), principal component analysis (PCA), and ridge regression. Volume 2 begins by discussing preliminary concepts of optimization theory such as metric spaces, derivatives, and the Lagrange multiplier technique for finding extrema of real valued functions. The focus then shifts to the special case of optimizing a linear function over a region determined by affine constraints, namely linear programming. Highlights include careful derivations and applications of the simplex algorithm, the dual-simplex algorithm, and the primal-dual algorithm. The theoretical heart of this book is the mathematically rigorous presentation of various nonlinear optimization methods, including but not limited to gradient decent, the Karush-Kuhn-Tucker (KKT) conditions, Lagrangian duality, alternating direction method of multipliers (ADMM), and the kernel method. These methods are carefully applied to hard margin SVM, soft margin SVM, kernel PCA, ridge regression, lasso regression, and elastic-net regression. Matlab programs implementing these methods are included.

Mer på Adlibris

Om Adlibris

Adlibris är Nordens största bokhandel och erbjuder över 13 miljoner boktitlar med det senaste inom spel, pyssel, garn och allt som hör en modern bokhandel till. Adlibris Campus erbjuder studenter att köpa och sälja både ny och begagnad studentlitteratur och Adlibris Pocket erbjuder ett skräddarsytt och handplockat sortiment i reselägen. Adlibris är en del av Bonnier Group.

  • Alltid bra priser

  • Fri frakt över 299 kr

  • Smidiga leveranser

Nyhetsbrev

Ta del av våra bästa lästips, erbjudanden och kampanjer. Anmäl dig nu och få 10% rabatt på ditt första köp. Erbjudandet gäller endast nya prenumeranter, privatkunder, ej kurslitteratur, digitala böcker eller presentkort.