*Result*: Mathematics of machine learning
*Title*:
Mathematics of machine learning : master linear algebra, calculus, and probability for machine learning / Tivadar Danka ; Foreword by: Santiago Valdarrama, Founder of ml.school
*Author/editor-in-chief*:
*Edition*:
First published
*Publication*:
Birmingham, UK : Packt Publishing Limited, May 2025
*Physical description scale*:
xxx, 698 Seiten : Diagramme
*Format*:
*Language*:
*eng*
*series_multipart*:
Expert insight
*Other edition entry*:
Erscheint auch als Online-Ausgabe: Danka, Tivadar. Mathematics of machine learning. - Birmingham : Packt Publishing, 2025. - 1 Online-Ressource (730 Seiten). - ISBN 9781837027866
*Notes*:
Table of ContentsVectors and vector spacesThe geometric structure of vector spacesLinear algebra in practice spaces: measuring distancesLinear transformationsMatrices and equationsEigenvalues and eigenvectorsMatrix factorizationsMatrices and graphsFunctionsNumbers, sequences, and seriesTopology, limits, and continuityDifferentiationOptimizationIntegrationMultivariable functionsDerivatives and gradientsOptimization in multiple variablesWhat is probability?Random variables and distributionsThe expected valueThe maximum likelihood estimationIt's just logicThe structure of mathematicsBasics of set theoryComplex numbers
*RVK-Notation*:
*Subject Added Keywords*:
*ISBN*:
9781837027873