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Section0_1-IPython_and_Jupyter.ipynb
Section0_2-Plotting-and-Visualization.ipynb
Section1_1-Univariate-and-Multivariate-Optimization.ipynb
Section1_2-Combinatorial-Optimization.ipynb
Section2_1-Introduction-to-Pandas.ipynb
Section2_2-Data-Wrangling-with-Pandas.ipynb
Section3_1-Expectation-Maximization.ipynb
Section3_2-Bootstrapping.ipynb
Section3_3-High-Performance-Python.ipynb
Section4_1-Bayesian-Computation.ipynb
Section4_2-MCMC.ipynb
Section4_3-Hamiltonian-Monte-Carlo.ipynb
Section4_4-Introduction-to-PyMC3.ipynb
Section4_5-Model-Building-with-PyMC3.ipynb
Section4_6-Model-Checking.ipynb
Section4_7-Multilevel-Modeling.ipynb
Section5_1-Gaussian-Processes.ipynb
Section5_2-Dirichlet-Processes.ipynb
Section6_1-Scikit-Learn.ipynb
Section6_2-Clustering.ipynb
Section6_3-Model-Selection-and-Validation.ipynb
Section6_4-Support-Vector-Machines.ipynb
Section6_5-Decision-Trees.ipynb
Section6_6-Boosting.ipynb
Section6_7-Neural-Networks.ipynb
Section7_1-Parallel-Processing.ipynb
Section8_1a-Advanced-Data-Visualization (Plotly).ipynb
Section8_1b-Advanced-Data-Visualization (Bokeh).ipynb
Section8_2-Database-Programming.ipynb