Notebooks

This is a list of all available Jupyter Notebooks and their review status.

Machine Learning Fundamentals

Notebook Authors Minor Review Major Review
exercise-simple-linear-regression.ipynb Christian Herta, Benjamin Voigt Diyar Oktay unassigned
exercise-multivariate-linear-regression.ipynb Christian Herta, Klaus Strohmenger Diyar Oktay unassigned
exercise-logistic-regression.ipynb Christian Herta, Klaus Strohmenger Diyar Oktay unassigned
exercise-bias-variance-tradeoff.ipynb> Christian Herta, Klaus Strohmenger Diyar Oktay unassigned
exercise-decision-trees.ipynb Christian Herta, Klaus Strohmenger Diyar Oktay unassigned
exercise-images-data-augmentation-numpy.ipynb Klaus Strohmenger Diyar Oktay unassigned
linear-regression.pdf Christoph Jansen Klaus Strohmenger unassigned
linear-regression-exercise.ipynb Christoph Jansen Klaus Strohmenger unassigned
logistic-regression.pdf Christoph Jansen Klaus Strohmenger unassigned
logistic-regression-exercise.ipynb Christoph Jansen Klaus Strohmenger unassigned
evaluation.pdf Christoph Jansen Klaus Strohmenger unassigned
evaluation-exercise.ipynb Christoph Jansen Klaus Strohmenger unassigned
exercise-evaluation-metrics.ipynb Klaus Strohmenger Diyar Oktay unassigned
exercise-linear-regression-map.ipynb Christian Herta, Klaus Strohmenger unassigned unassigned

Math

Notebook Authors Minor Review Major Review
bayes-theorem.ipynb Benjamin Voigt Christoph Jansen unassigned
exercise-bayes-rule.ipynb Christian Herta, Klaus Strohmenger Benjamin Voigt unassigned
exercise-cookie-problem.ipynb Christoph Jansen Benjamin Voigt unassigned
exercise-matrix-vector-operations.ipynb Benjamin Voigt Oliver Fischer unassigned
exercise-expected-value.ipynb Christian Herta, Klaus Strohmenger Oliver Fischer unassigned
exercise-univariate-gaussian-basics.ipynb Christian Herta, Klaus Strohmenger Oliver Fischer unassigned
exercise-multivariate-gaussian.ipynb Christian Herta, Klaus Strohmenger Oliver Fischer unassigned
exercise-maximum-likelihood-estimator.ipynb Christian Herta Oliver Fischer unassigned

Scientific Python

Notebook Authors Minor Review Major Review
theory-numpy-and-arrays.ipynb Oliver Fischer Diyar Oktay unassigned
exercise-indexing-and-slicing.ipynb Oliver Fischer Diyar Oktay unassigned
exercise-fancy-indexing.ipynb Oliver Fischer Diyar Oktay unassigned
exercise-shaping-and-merging.ipynb Oliver Fischer Diyar Oktay unassigned
exercise-braodcasting.ipynb Oliver Fischer Diyar Oktay unassigned
exercise-python-numpy-basics.ipynb Klaus Strohmenger Diyar Oktay unassigned

Medical Image Classification

Notebook Authors Minor Review Major Review
data-handling-usage-guide.ipynb Neville Augusten, Klaus Strohmenger unassigned unassigned
create-custom-dataset.ipynb Klaus Strohmenger unassigned unassigned
exercise-train-cnn-tensorflow.ipynb Klaus Strohmenger unassigned unassigned
exercise-prediction-and-heatmap-generation.ipynb Klaus Strohmenger unassigned unassigned
exercise-extract-features.ipynb Klaus Strohmenger unassigned unassigned
exercise-classify-heatmaps.ipynb Klaus Strohmenger unassigned unassigned
exercise-calculate-kappa-score.ipynb Klaus Strohmenger unassigned unassigned

Natural Language Processing

Notebook Authors Minor Review Major Review
exercise-mutual-information.ipynb Christian Herta, Diyar Oktay, Klaus Strohmenger unassigned unassigned
exercise-naive-bayes.ipynb Christian Herta, Diyar Oktay Klaus Strohmenger unassigned

Uncategorized

Notebook Authors Minor Review Major Review
blueprint.ipynb Benjamin Voigt, Christoph Jansen not applicable
package_test_workshop_2019_05.ipynb Klaus Strohmenger not applicable

Differentiable Programming

Notebook Authors Minor Review Major Review
exercise-automatic-differentiation-scalar.ipynb Christian Herta Oliver Fischer unassigned
exercise_automatic-differentiation-matrix.ipynb Christian Herta, Diyar Oktay Oliver Fischer unassigned
exercise-automatic-differentiation-neural-network.ipynb Christian Herta, Diyar Oktay Oliver Fischer unassigned
exercise-weight-initialization.ipynb Christian Herta, Diyar Oktay Oliver Fischer unassigned
exercise-optimizers.ipynb Diyar Oktay Oliver Fischer unassigned
exercise-batch-norm.ipynb Christian Herta, Diyar Oktay Oliver Fischer unassigned
exercise-dropout.ipynb Diyar Oktay Oliver Fischer unassigned
exercise-activation-functions.ipynb Klaus Strohmenger Diyar Oktay unassigned
exercise-pytorch-univariate-linear-regression.ipynb Christian Herta, Klaus Strohmenger, Benjamin Voigt Oliver Fischer unassigned
exercise-pytorch-multivariate-linear-regression.ipynb Christian Herta, Klaus Strohmenger Oliver Fischer unassigned
exercise-pytorch-softmax-regression.ipynb Christian Herta, Klaus Strohmenger Oliver Fischer unassigned
exercise-pytorch-logistic-regression.ipynb Christian Herta, Klaus Strohmenger Oliver Fischer unassigned
exercise-pytorch-simple-neural-network.ipynb Klaus Strohmenger Oliver Fischer unassigned
exercise-tensorflow-softmax-regression.ipynb Christian Herta, Klaus Strohmenger unassigned unassigned

Graphical Models

Notebook Authors Minor Review Major Review
exercise-EM-simple-example.ipynb Christian Herta, Klaus Strohmger unassigned unassigned
exercise-d-separation.ipynb Christoph Jansen Klaus Strohmenger unassigned
exercise-bayesian-networks-by-example.ipynb Christoph Jansen Benjamin Voigt unassigned
exercise-forward-reasoning-probability-tables.ipynb Christian Herta, Klaus Strohmger unassigned unassigned
exercise-1d-gmm-em.ipynb Christian Herta unassigned unassigned
exercise-hierarchical-model-for-univariate-gaussian-data.ipynb Christian Herta unassigned unassigned

Information Theory

Notebook Authors Minor Review Major Review
exercise-entropy.ipynb Christian Herta, Klaus Strohmenger Diyar Oktay unassigned
exercise-kullback-leibler-divergence.ipynb Christian Herta, Klaus Strohmenger Diyar Oktay unassigned

Monte Carlo Simulation

Notebook Authors Minor Review Major Review
exercise-biased-monte-carlo-estimator.ipynb Christian Herta unassigned unassigned
exercise-variance-sample-size-dependence.ipynb Christian Herta unassigned unassigned
exercise-sampling-inverse-transform.ipynb Christian Herta, Klaus Strohmenger unassigned unassigned
exercise-sampling-importance.ipynb Christian Herta unassigned unassigned
exercise-sampling-rejection.ipynb Christian Herta unassigned unassigned
exercise-sampling-direct-and-simple-MCMC.ipynb Christian Herta unassigned unassigned
exercise-sampling-crude-monte-carlo-estimator.ipynb Christian Herta unassigned unassigned
exercise-variance-reduction-by-control-variates.ipynb Christian Herta unassigned unassigned
exercise-variance-reduction-by-importance-sampling.ipynb Christian Herta unassigned unassigned
exercise-variance-reduction-by-reparametrization.ipynb Christian Herta unassigned unassigned
exercise-variance-reduction-via-rao-blackwellization.ipynb Christian Herta unassigned unassigned

Probabilistic Programming

Notebook Authors Minor Review Major Review
exercise-pymc3-examples.ipynb Christian Herta Klaus Strohmenger unassigned
exercise-pymc3-bundesliga-predictor.ipynb Christian Herta Klaus Strohmenger unassigned
exercise-pymc3-ranking.ipynb Christian Herta unassigned unassigned
exercise-pymc3-topic-models-latent-dirichlet-allocation.ipynb Christian Herta unassigned unassigned
exercise-pyro-simple-gaussian.ipynb Christian Herta unassigned unassigned
exercise-pyro-bundesliga-predictor.ipynb Christian Herta unassigned unassigned
exercise-pyro-bayesian-polynominal-regression.ipynb Christian Herta unassigned unassigned
exercise-linear-regression-polynominal-tensorflow-probability.ipynb Christian Herta unassigned unassigned

Sequence Learning

Notebook Authors Minor Review Major Review
exercise-bi-gram-language-model.ipynb Christoph Jansen, Christian Herta Christian Herta, Klaus Strohmenger unassigned
exercise-hidden-markov-models.ipynb Christian Herta, Diyar Oktay Klaus Strohmenger unassigned
exercise-memm.ipynb Christian Herta, Diyar Oktay Klaus Strohmenger unassigned
exercise-sensorfusion-and-kalman-filter-1d.ipynb Christian Herta Klaus Strohmenger unassigned
exercise-pytorch-char-rnn-reber-grammar.ipynb Christian Herta, Klaus Strohmenger unassigned unassigned
exercise-linear-chain-crf.ipynb Christian Herta, Diyar Oktay Klaus Strohmenger unassigned

Variational

Notebook Authors Minor Review Major Review
exercise-bayesian-by-backprop.ipynb Christian Herta unassigned unassigned
exercise-variational-autoencoder.ipynb Christian Herta unassigned unassigned
exercise-variational-EM-bayesian-linear-regression.ipynb Christian Herta unassigned unassigned
exercise-variational-mean-field-approximation-for-a-simple-gaussian.ipynb Christian Herta unassigned unassigned

Feed Forward Networks

Notebook Authors Minor Review Major Review
exercise-image-classification-softmax-regression.ipynb Benjamin Voigt, Klaus Strohmenger Klaus Strohmenger unassigned
exercise-backprop.ipynb Benjamin Voigt, Klaus Strohmenger Klaus Strohmenger unassigned
exercise-nn-pen-and-paper.ipynb Benjamin Voigt Diyar Oktay unassigned
exercise-simple-neural-network.ipynb Klaus Strohmenger Diyar Oktay unassigned
exercise-nn-rework.ipynb Benjamin Voigt Diyar Oktay unassigned
exercise-nn-framework.ipynb Benjamin Voigt Diyar Oktay unassigned
exercise-convolution.ipynb Benjamin Voigt Diyar Oktay unassigned
exercise-conv-net-pen-and-paper.ipynb Benjamin Voigt Diyar Oktay unassigned
exercise-cnn-framework.ipynb Benjamin Voigt Diyar Oktay unassigned

Unsorted

Notebook Authors Minor Review Major Review
exercise-meaning-of-softmax-output-probability.ipynb Christian Herta, Klaus Strohmenger unassigned unassigned
exercise-natural-pairing.ipynb Christian Herta, Klaus Strohmenger unassigned unassigned
exercise-univariate-gaussian-likelihood.ipynb Christian Herta, Klaus Strohmenger unassigned unassigned