/HSE_Machine_learning

University course

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HSE Machine Learning course

Homework assignments

  1. KD-tree, kNN
  2. Clusterization: K-Means, Agglomerative clustering, DBSCAN
  3. Linear regression
  4. Perceptron
  5. Neural network
  6. DCGAN, VAE
  7. SVM: soft-margin; linear, Gaussian, polynomial kernels
  8. Decision trees
  9. Random forest
  10. Naive Bayes
  11. Stochastic stranding