Machine Learning for Robotics Treningskurs

Kurskode

mlrobot1

Varighet

21 timer (vanligvis 3 dag inkludert pauser)

Krav

High School maths, basics knowledge of statistics

Oversikt

Dette kurset introduserer maskinlæringsmetoder i robotikkapplikasjoner.

Det er en bred oversikt over eksisterende metoder, motivasjoner og hovedideer i sammenheng med mønstergjenkjenning.

Etter en kort teoretisk bakgrunn vil deltakerne utføre enkel trening ved å bruke open source (vanligvis R) eller annen populær programvare.

Machine Translated

Kursplan

  • Regression
  • Probabilistic Graphical Models
  • Boosting
  • Kernel Methods
  • Gaussian Processes
  • Evaluation and Model Selection
  • Sampling Methods
  • Clustering
  • CRFs
  • Random Forests
  • IVMs

Testimonials

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