Repositories list

• exercise_05_svm_svr

  Public template
  Python

  •0•0•0•0•Updated Sep 14, 2025Sep 14, 2025

• exercise_04_ML_basics

  Public template
  Python

  •0•0•0•0•Updated Sep 11, 2025Sep 11, 2025

• exercise_03_statistics_prob

  Public template
  Exercise on statistics and distributions: mean and variance, correlation, gaussians.

  Python

  •2•0•1•0•Updated Sep 9, 2025Sep 9, 2025

• exercise_02_algebra

  Public template
  Exercise on basics of algebra, curve fitting and singular value decomposition.

  Python

  •3•0•2•0•Updated Sep 9, 2025Sep 9, 2025

• exercise_01_optimization

  Public template
  Exercise on gradient descent by hand and via autograd in PyTorch.

  Python

  •2•0•0•0•Updated Sep 8, 2025Sep 8, 2025

• exercise_01_intro

  Public template
  Introducing the course's the python development framework.

  Python

  •3•0•1•0•Updated Sep 8, 2025Sep 8, 2025

• exercise_08_dim_reduction

  Public template
  Python

  •0•0•0•0•Updated Sep 8, 2025Sep 8, 2025

• exercise_15_language_models

  Public template
  Understading language models

  Python

  •0•0•0•0•Updated Sep 8, 2025Sep 8, 2025

• exercise_11_cnn

  Public template
  Python

  •0•0•0•0•Updated Sep 8, 2025Sep 8, 2025

• exercise_10_neural_networks

  Public template
  Exercise on the MNIST-data set, artificial neurons, forward and backward pass.

  mnistneural-networks

  Python

  •1•1•2•0•Updated Aug 12, 2025Aug 12, 2025

• exercise_06_decision_trees

  Public template
  Python

  •0•0•0•0•Updated Aug 12, 2025Aug 12, 2025

• exercise_07_cluster_analysis

  Public template
  Python

  •0•0•0•0•Updated Sep 17, 2024Sep 17, 2024

• .github

  Public
  2•0•0•0•Updated Sep 11, 2024Sep 11, 2024

• lecture_02_algebra

  Public template
  Lecture: Linear Algebra - Matrix multiplication, singular value decomposition, linear regression.

  TeX

  •0•0•0•0•Updated Sep 10, 2024Sep 10, 2024

• exercise_14_interpretability

  Public template
  Python

  •0•0•0•0•Updated Aug 29, 2024Aug 29, 2024

• exercise_13_segmentation

  Public template
  Segmentation exercise

  Python

  •0•0•0•0•Updated Aug 29, 2024Aug 29, 2024

• exercise_12_brain_decode

  Public template
  Python

  •0•0•0•0•Updated Aug 21, 2024Aug 21, 2024

• day_13_exercise_segmentation_jax

  Public archive
  Day 13 medical image segmentation exercise

  Python

  •0•0•0•0•Updated Mar 9, 2024Mar 9, 2024

• lecture_15_sequence_processing

  Public template
  Lecture: Sequence Models - Long-Short-Term-Memory, Gated recurrent units, text-based language models.

  lstmrnn

  TeX

  •0•0•0•0•Updated Sep 29, 2023Sep 29, 2023

• day_14_exercise_interpretability_jax

  Public archive
  Exercise on interpretability with integrated gradients.

  model-interpretabilityintegrated-gradients

  Python

  •1•1•0•0•Updated Sep 28, 2023Sep 28, 2023

• day_13_exercise_brain_decode_jax

  Public archive
  Exercise on convolutional neural networks about how use them to decode brain waves.

  convolutional-neural-networksbrain-imagingeeg-analysis

  Python

  •1•0•0•0•Updated Sep 27, 2023Sep 27, 2023

• day_12_exercise_cnn_jax

  Public archive
  Exercise on the convolution operation and convolutional neural networks.

  convolutional-neural-networks

  Python

  •1•0•0•0•Updated Sep 26, 2023Sep 26, 2023

• day_15_exercise_sequence_processing_jax

  Public archive
  Exercise on generative language modelling in Jax.

  language-modelingshakespearegenerative-models

  Python

  •1•0•0•0•Updated Sep 25, 2023Sep 25, 2023