├── .gitignore ├── 01-intro └── 01-introduction.pdf ├── 02-basic-python ├── 02-basic-python.ipynb ├── 02-exercises.ipynb ├── 02-version-control.ipynb ├── anaconda_navigator.png ├── datasciencecat.jpg ├── exercise.py ├── first_steps.py └── newrepo.png ├── 03-basic-python-II ├── lecture-3-basic-python-II.ipynb ├── lecture-3-exercises.ipynb └── patric_recursive.gif ├── 04-intro-desc-stat ├── 04-DescriptiveStatistics.ipynb ├── 04-DescriptiveStatistics_Activity.ipynb ├── Conf1.png ├── Conf2.png ├── Correlation_examples2.svg ├── SmallLargeStandDev.png ├── correlation.png ├── global_warming.csv ├── purity.png └── test_data.csv ├── 05-dictionaries-pandas-series ├── 05-dictionaries-pandas-series.ipynb └── 05-exercises.ipynb ├── 06-loading-data-dataframes ├── 06-exercises.ipynb ├── 06-loading-data-dataframes.ipynb ├── grades.csv ├── hit_albums.csv └── my_file.txt ├── 07-hypothesis-testing ├── 07-hypothesis-testing.ipynb ├── Cohen1994.pdf ├── InferenceErrors.png ├── Nuzzo2014.pdf └── determinePvals.png ├── 08-data-science-ethics └── Data-Science-Ethics.pdf ├── 09-LinearRegression1 ├── 08-LinearRegression1.ipynb ├── 08-LinearRegression1_Activity.ipynb ├── 438px-Linear_regression.png ├── Advertising.csv └── SLR.pdf ├── 10-LinearRegression2 ├── 438px-Linear_regression.png ├── 9-LinearRegression2.ipynb ├── 9-LinearRegression2_Activity.ipynb ├── Advertising.csv ├── Auto.csv ├── Credit.csv └── Overfitted_Data.png ├── 11-practical-data-visualization ├── 10-exercise.ipynb ├── 10-practical_visualization.ipynb ├── movies.csv ├── stacked_hist.png └── standards.png ├── 12-vis-principles └── 11-vis-principles.pdf ├── 13-web-scraping ├── 13-exercise-scraping.ipynb ├── 13-web-scraping.ipynb ├── class.png ├── class_list.html ├── class_schedule.html ├── inspector.png ├── lyrics.html ├── requests.png └── sampledevtools.png ├── 14-apis ├── 14-apis-iss-and.ipynb ├── 14-exercise-apis.ipynb ├── credentials.py ├── pokeapiscreenshot.png ├── pokemonendpoint.png └── requests.png ├── 15-Classification1 ├── 15-Classification-1-Decision-Trees.ipynb ├── 15-Classification-1-kNN.ipynb ├── BiasVarianceTradeoff.png ├── BinaryConfusinoMatrix.png ├── ConfusionMatrix.png ├── iris.png ├── oc-tree.jpeg ├── p_sets.png ├── scikit-learn-logo.png ├── temp.dot ├── temp.png ├── titanic.csv └── titanic_tree.png ├── 16-Classification2 ├── 16-Classification2-SVM.ipynb ├── 4fold_CV.png ├── SVM-Tutorial.pdf └── iris.png ├── 17-NLP-RegEx ├── lecture-21-NLP.ipynb ├── lecture-21-exercise.ipynb ├── lecture-21-regex.ipynb └── mod_squad.png ├── 18-Clustering1 ├── 18-Clustering1-Exercise.ipynb ├── 18-Clustering1.ipynb ├── k-means-fig.png └── lloyd.png ├── 19-Clustering2 ├── 19-Clustering2-Exercise.ipynb ├── 19-Clustering2.ipynb ├── ComparisonOfClusteringMethods.png ├── DBScan.png ├── connectivity_plot1.png ├── connectivity_plot2.png ├── dendrogram.png ├── hc_1_homogeneous_complete.png ├── hc_2_homogeneous_not_complete.png ├── hc_3_complete_not_homogeneous.png ├── hierarchical_clustering_1.png ├── hierarchical_clustering_2.png └── lloyd.png ├── 20-DimReduction ├── 20-DimReduction-Activity.ipynb ├── 20-DimReduction.ipynb ├── heptathlon.csv ├── rnamix1_SCT.csv └── rnamix1_labels.csv ├── 21-NeuralNetwork1 ├── 21-NeuralNetworks1.ipynb ├── Colored_neural_network.svg ├── ImageNetPlot.png ├── mnist-original.mat.zip ├── neuralnetworks.png └── perceptron.png ├── 22-NeuralNetworks2 ├── 22-NeuralNetworks2-activity.ipynb ├── 22-NeuralNetworks2.ipynb ├── Colored_neural_network.svg ├── activationFct.png ├── beginner.ipynb ├── graph.png ├── images │ ├── brodie.jpeg │ ├── layla1.jpeg │ ├── scout1.jpeg │ ├── scout2.jpeg │ ├── scout3.jpeg │ ├── scout4.jpeg │ └── scout5.jpeg └── nature14539.pdf ├── 23-databases ├── 23-databases-exercises.ipynb ├── 23-databases.ipynb ├── albums_tracks_tables.jpg ├── backup_chinook.db ├── chinook.db ├── database_schema.png └── exploits_of_a_mom.png ├── 24-networks ├── 24-network-exercise-activity.ipynb ├── 24-networks-slides.pdf ├── 24-networks.ipynb ├── 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