Treffer: Mathematics of machine learning
Titel:
Mathematics of machine learning : master linear algebra, calculus, and probability for machine learning / Tivadar Danka ; Foreword by: Santiago Valdarrama, Founder of ml.school
Ausgabe:
First published
Veröffentlicht:
Birmingham, UK : Packt Publishing Limited, May 2025
Umfang:
xxx, 698 Seiten : Diagramme
Format:
Sprache:
Englisch
Schriftenreihe/Mehrbändiges Werk:
Expert insight
Andere Ausgaben:
Erscheint auch als Online-Ausgabe: Danka, Tivadar. Mathematics of machine learning. - Birmingham : Packt Publishing, 2025. - 1 Online-Ressource (730 Seiten). - ISBN 9781837027866
Anmerkungen:
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:
Schlagworte:
ISBN:
9781837027873