gitextract_10clvamz/ ├── .gitignore ├── .gitmodules ├── LICENSE-CODE ├── LICENSE-TEXT ├── README.md ├── environment.yml ├── notebooks/ │ ├── 00.00-Preface.ipynb │ ├── 01.00-IPython-Beyond-Normal-Python.ipynb │ ├── 01.01-Help-And-Documentation.ipynb │ ├── 01.02-Shell-Keyboard-Shortcuts.ipynb │ ├── 01.03-Magic-Commands.ipynb │ ├── 01.04-Input-Output-History.ipynb │ ├── 01.05-IPython-And-Shell-Commands.ipynb │ ├── 01.06-Errors-and-Debugging.ipynb │ ├── 01.07-Timing-and-Profiling.ipynb │ ├── 01.08-More-IPython-Resources.ipynb │ ├── 02.00-Introduction-to-NumPy.ipynb │ ├── 02.01-Understanding-Data-Types.ipynb │ ├── 02.02-The-Basics-Of-NumPy-Arrays.ipynb │ ├── 02.03-Computation-on-arrays-ufuncs.ipynb │ ├── 02.04-Computation-on-arrays-aggregates.ipynb │ ├── 02.05-Computation-on-arrays-broadcasting.ipynb │ ├── 02.06-Boolean-Arrays-and-Masks.ipynb │ ├── 02.07-Fancy-Indexing.ipynb │ ├── 02.08-Sorting.ipynb │ ├── 02.09-Structured-Data-NumPy.ipynb │ ├── 03.00-Introduction-to-Pandas.ipynb │ ├── 03.01-Introducing-Pandas-Objects.ipynb │ ├── 03.02-Data-Indexing-and-Selection.ipynb │ ├── 03.03-Operations-in-Pandas.ipynb │ ├── 03.04-Missing-Values.ipynb │ ├── 03.05-Hierarchical-Indexing.ipynb │ ├── 03.06-Concat-And-Append.ipynb │ ├── 03.07-Merge-and-Join.ipynb │ ├── 03.08-Aggregation-and-Grouping.ipynb │ ├── 03.09-Pivot-Tables.ipynb │ ├── 03.10-Working-With-Strings.ipynb │ ├── 03.11-Working-with-Time-Series.ipynb │ ├── 03.12-Performance-Eval-and-Query.ipynb │ ├── 03.13-Further-Resources.ipynb │ ├── 04.00-Introduction-To-Matplotlib.ipynb │ ├── 04.01-Simple-Line-Plots.ipynb │ ├── 04.02-Simple-Scatter-Plots.ipynb │ ├── 04.03-Errorbars.ipynb │ ├── 04.04-Density-and-Contour-Plots.ipynb │ ├── 04.05-Histograms-and-Binnings.ipynb │ ├── 04.06-Customizing-Legends.ipynb │ ├── 04.07-Customizing-Colorbars.ipynb │ ├── 04.08-Multiple-Subplots.ipynb │ ├── 04.09-Text-and-Annotation.ipynb │ ├── 04.10-Customizing-Ticks.ipynb │ ├── 04.11-Settings-and-Stylesheets.ipynb │ ├── 04.12-Three-Dimensional-Plotting.ipynb │ ├── 04.14-Visualization-With-Seaborn.ipynb │ ├── 04.15-Further-Resources.ipynb │ ├── 05.00-Machine-Learning.ipynb │ ├── 05.01-What-Is-Machine-Learning.ipynb │ ├── 05.02-Introducing-Scikit-Learn.ipynb │ ├── 05.03-Hyperparameters-and-Model-Validation.ipynb │ ├── 05.04-Feature-Engineering.ipynb │ ├── 05.05-Naive-Bayes.ipynb │ ├── 05.06-Linear-Regression.ipynb │ ├── 05.07-Support-Vector-Machines.ipynb │ ├── 05.08-Random-Forests.ipynb │ ├── 05.09-Principal-Component-Analysis.ipynb │ ├── 05.10-Manifold-Learning.ipynb │ ├── 05.11-K-Means.ipynb │ ├── 05.12-Gaussian-Mixtures.ipynb │ ├── 05.13-Kernel-Density-Estimation.ipynb │ ├── 05.14-Image-Features.ipynb │ ├── 05.15-Learning-More.ipynb │ ├── 06.00-Figure-Code.ipynb │ ├── Untitled.ipynb │ ├── data/ │ │ ├── births.csv │ │ ├── president_heights.csv │ │ ├── state-abbrevs.csv │ │ ├── state-areas.csv │ │ └── state-population.csv │ └── helpers_05_08.py ├── notebooks_v1/ │ ├── 00.00-Preface.ipynb │ ├── 01.00-IPython-Beyond-Normal-Python.ipynb │ ├── 01.01-Help-And-Documentation.ipynb │ ├── 01.02-Shell-Keyboard-Shortcuts.ipynb │ ├── 01.03-Magic-Commands.ipynb │ ├── 01.04-Input-Output-History.ipynb │ ├── 01.05-IPython-And-Shell-Commands.ipynb │ ├── 01.06-Errors-and-Debugging.ipynb │ ├── 01.07-Timing-and-Profiling.ipynb │ ├── 01.08-More-IPython-Resources.ipynb │ ├── 02.00-Introduction-to-NumPy.ipynb │ ├── 02.01-Understanding-Data-Types.ipynb │ ├── 02.02-The-Basics-Of-NumPy-Arrays.ipynb │ ├── 02.03-Computation-on-arrays-ufuncs.ipynb │ ├── 02.04-Computation-on-arrays-aggregates.ipynb │ ├── 02.05-Computation-on-arrays-broadcasting.ipynb │ ├── 02.06-Boolean-Arrays-and-Masks.ipynb │ ├── 02.07-Fancy-Indexing.ipynb │ ├── 02.08-Sorting.ipynb │ ├── 02.09-Structured-Data-NumPy.ipynb │ ├── 03.00-Introduction-to-Pandas.ipynb │ ├── 03.01-Introducing-Pandas-Objects.ipynb │ ├── 03.02-Data-Indexing-and-Selection.ipynb │ ├── 03.03-Operations-in-Pandas.ipynb │ ├── 03.04-Missing-Values.ipynb │ ├── 03.05-Hierarchical-Indexing.ipynb │ ├── 03.06-Concat-And-Append.ipynb │ ├── 03.07-Merge-and-Join.ipynb │ ├── 03.08-Aggregation-and-Grouping.ipynb │ ├── 03.09-Pivot-Tables.ipynb │ ├── 03.10-Working-With-Strings.ipynb │ ├── 03.11-Working-with-Time-Series.ipynb │ ├── 03.12-Performance-Eval-and-Query.ipynb │ ├── 03.13-Further-Resources.ipynb │ ├── 04.00-Introduction-To-Matplotlib.ipynb │ ├── 04.01-Simple-Line-Plots.ipynb │ ├── 04.02-Simple-Scatter-Plots.ipynb │ ├── 04.03-Errorbars.ipynb │ ├── 04.04-Density-and-Contour-Plots.ipynb │ ├── 04.05-Histograms-and-Binnings.ipynb │ ├── 04.06-Customizing-Legends.ipynb │ ├── 04.07-Customizing-Colorbars.ipynb │ ├── 04.08-Multiple-Subplots.ipynb │ ├── 04.09-Text-and-Annotation.ipynb │ ├── 04.10-Customizing-Ticks.ipynb │ ├── 04.11-Settings-and-Stylesheets.ipynb │ ├── 04.12-Three-Dimensional-Plotting.ipynb │ ├── 04.13-Geographic-Data-With-Basemap.ipynb │ ├── 04.14-Visualization-With-Seaborn.ipynb │ ├── 04.15-Further-Resources.ipynb │ ├── 05.00-Machine-Learning.ipynb │ ├── 05.01-What-Is-Machine-Learning.ipynb │ ├── 05.02-Introducing-Scikit-Learn.ipynb │ ├── 05.03-Hyperparameters-and-Model-Validation.ipynb │ ├── 05.04-Feature-Engineering.ipynb │ ├── 05.05-Naive-Bayes.ipynb │ ├── 05.06-Linear-Regression.ipynb │ ├── 05.07-Support-Vector-Machines.ipynb │ ├── 05.08-Random-Forests.ipynb │ ├── 05.09-Principal-Component-Analysis.ipynb │ ├── 05.10-Manifold-Learning.ipynb │ ├── 05.11-K-Means.ipynb │ ├── 05.12-Gaussian-Mixtures.ipynb │ ├── 05.13-Kernel-Density-Estimation.ipynb │ ├── 05.14-Image-Features.ipynb │ ├── 05.15-Learning-More.ipynb │ ├── 06.00-Figure-Code.ipynb │ ├── Index.ipynb │ ├── Untitled.ipynb │ ├── data/ │ │ ├── BicycleWeather.csv │ │ ├── Seattle2014.csv │ │ ├── births.csv │ │ ├── california_cities.csv │ │ ├── president_heights.csv │ │ ├── state-abbrevs.csv │ │ ├── state-areas.csv │ │ └── state-population.csv │ └── helpers_05_08.py ├── notebooks_v2/ │ └── data.csv ├── requirements.txt ├── tools/ │ ├── README.md │ ├── add_book_info.py │ ├── add_navigation.py │ ├── fix_kernelspec.py │ └── generate_contents.py └── website/ ├── .gitignore ├── Makefile ├── README.md ├── copy_notebooks.py ├── fabfile.py ├── pelicanconf.py ├── publishconf.py └── theme/ ├── README.md ├── static/ │ └── css/ │ └── icons.css └── templates/ ├── _includes/ │ ├── analytics.html │ └── disqus_thread.html ├── about.html ├── archives.html ├── article.html ├── base.html ├── booksection.html ├── index.html ├── ipynb.css ├── main.css ├── main.less ├── page.html ├── pygments.css └── tag.html