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Machine learning assignment includes several excercises made by me and my collegue:

  • Exercise 1: Bayesian inference for the mean of Gaussian distribution
  • Exercise 2: Regularized regression
  • Exercise 3: Gradient descent
  • Exercise 4: Gaussian process and kernels
  • Exercise 5: Neural networks

Each exercise includes several questions on deriving formulas, implementing these formulas using Python and plotting the results. We also provide the interpretations of our results.