.. STA663-2019 documentation master file, created by
   sphinx-quickstart on Mon Apr 22 12:41:46 2019.
   You can adapt this file completely to your liking, but it should at least
   contain the root `toctree` directive.

Welcome to STA663-2019's documentation!
=======================================

.. toctree::
   :maxdepth: 2
   :caption: Contents:

   notebook/S01_Jupyter_and_Python_Annotated.ipynb
   notebook/S02_Text_Annotated.ipynb
   notebook/S03A_Scalars_Annotated.ipynb
   notebook/S03_Numpy_Annotated.ipynb
   notebook/S04A_Using_Pandas_Simple_Annotated.ipynb
   notebook/S04_Using_Pandas_Annotated.ipynb
   notebook/S05_Graphics_Annotated.ipynb
   notebook/S06_Functional_Annotated.ipynb
   notebook/S07A_Algorithms.ipynb
   notebook/S07B_Vectors_Annotated.ipynb
   notebook/S07C_Matrices_Annotated.ipynb
   notebook/S07D_Sparse_Matrices_Annotated.ipynb
   notebook/S08A_Matrices_Linear_Combinations_Annotated.ipynb
   notebook/S08B_Sovling_Linear_Equations_Annotated.ipynb
   notebook/S08C_Least_Squares.ipynb
   notebook/S08D_PCA.ipynb
   notebook/S08E_SVD.ipynb
   notebook/S08F_LinearAlgebraExamples.ipynb
   notebook/S08_Linear_Algebra_Review.ipynb
   notebook/S09A_Root_Finding.ipynb
   notebook/S09B_Optimization.ipynb
   notebook/S09C_Optimization_Algorithms.ipynb
   notebook/S09D_Optimization_Examples.ipynb
   notebook/S09E_Optimization_Line_Search.ipynb
   notebook/S09F_Least_Squares_Optimization.ipynb
   notebook/S09G_Gradient_Descent_Optimization.ipynb
   notebook/S09H_Constrained_Optimization.ipynb
   notebook/S10A_Dimension_Reduction_PCA.ipynb
   notebook/S10B_Dimension_Reduction_Nonlinear.ipynb
   notebook/S11_Clustering.ipynb
   notebook/S12A_CPP_Mechanics.ipynb
   notebook/S12B_C.ipynb
   notebook/S12C_CPP.ipynb
   notebook/S12C_CPP_Concepts.ipynb
   notebook/S13A_pybind11.ipynb
   notebook/S13B_Cython.ipynb
   notebook/S13C_Numba.ipynb
   notebook/S13D_Native_Code_Compilation_Recap.ipynb
   notebook/S14A_Probabilisitc_Programming_Background.ipynb
   notebook/S14B_Random_Variables.ipynb
   notebook/S14C_Monte_Carlo_Methods.ipynb
   notebook/S14D_Monte_Carlo_Integration.ipynb
   notebook/S14E_MarkovChains.ipynb
   notebook/S14F_MCMC.ipynb
   notebook/S14G_HMC.ipynb
   notebook/S14H_Deterministic_Methods_Brief_Notes.ipynb
   notebook/S14I_Model_Evaluation.ipynb
   notebook/S14_Probabilistic_Programming.ipynb
   notebook/S15A_PyMC3.ipynb
   notebook/S15B_PyMC3.ipynb
   notebook/S15C_PyMC3.ipynb
   notebook/S15D_PyMC3.ipynb
   notebook/S15E_PyStan.ipynb
   notebook/S16_TF.ipynb
   notebook/S16A_TF1.ipynb
   notebook/S16B_TF2.ipynb

Indices and tables
==================

* :ref:`genindex`
* :ref:`modindex`
* :ref:`search`