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Machine-Learning-in-Robotics

TUM Master Course "Machine Learning in Robotics" Assignment Solutions

This Repository contains two Assignments each consisting of three seperate Exercises.
Each Assignments consists of:

  • three Pdfs: General Instructions, Exercise Explanations, My own submitted Solutions
  • My Solution Matlab-Code for each Exercise
  • Several provided Datasets for each Erecise

Content Assignment 1:

  • Estimating velocity motion model of a mobile robot through linear regression
  • Handwritten digits classification using Baysian classifier
  • Human motion clustering

Content Assignment 2:

  • Learning dataset using Gaussian mixture model
  • Human gesture recognition using hidden Markov model
  • Learning gait pattern for a humanoid robot using Reinforcement Learning