Mathematics for Machine Learning
g g g
MarcgDeisenroth
StatisticalgMachinegLearninggGrou
pgDepartmentgofgComputingg Imp @impe
erialgCollegegLondon rial.ac.ukg
DeepgLearninggIndabagUniversi
tygofgthegWitwatersrandgJohann
esburg,gSouthgAfrica
,Septemberg10,g2017
, ApplicationsgofgMachinegLearnin
g
MathematicsgforgMachinegLearn MarcgDeisenrot @Deepg Learningg Indaba,g Septemberg 10, 2
, Mathematicalg Conceptsg ing Machineg Learning
§g Linearg algebrag andg matrixg decomposition
§g Differentiation
§g Optimization
§g Integration
§g Probabilityg theoryg andg Bayesiang inference
§g Functionalg analysis
MathematicsgforgMachinegLearn MarcgDeisenrot @Deepg Learningg Indaba,g Septemberg 10, 3