All notebooks and exercises are available at the GitHub Repository.
.. toctree:: :maxdepth: 1 notebooks/S00_Python.ipynb notebooks/S01_Python_Basics_Annotated.ipynb notebooks/S02_Python_Functions_Annotated.ipynb notebooks/S03_Numpy_Annotated.ipynb notebooks/S04_Graphics_Annotated.ipynb notebooks/S05_Text_Annotated.ipynb notebooks/S06_Data_Annotated.ipynb notebooks/S06A_SQL.ipynb notebooks/Extras_01_The_Humble_For_Loop.ipynb notebooks/Extras_02_Functional_Word_Counting.ipynb notebooks/Extras_03_Symbolic_Algebra.ipynb notebooks/S06B_Machine_Learning.ipynb notebooks/S07A_Scalars_Annotated.ipynb notebooks/S07B_Vectors_Annotated.ipynb notebooks/S07C_Matrices_Annotated.ipynb notebooks/S07D_Sparse_Matrices_Annotated.ipynb notebooks/S08A_Matrices_Linear_Combinations_Annotated.ipynb notebooks/S08B_Sovling_Linear_Equations_Annotated.ipynb notebooks/S08C_SVD.ipynb notebooks/S08D_Least_Squares.ipynb notebooks/S09A_Root_Finding.ipynb notebooks/S09B_Optimization.ipynb notebooks/S09C_Optimization_Algorithms.ipynb notebooks/S09D_Optimization_Examples.ipynb notebooks/S09E_Optimization_Line_Search.ipynb notebooks/S09F_Least_Squares_Optimization.ipynb notebooks/S09G_Gradient_Descent_Optimization.ipynb notebooks/S09H_Constrained_Optimization.ipynb notebooks/S10A_Random_Variables.ipynb notebooks/S10X_Resampling_Simulation.ipynb notebooks/S10B_MarkovChains.ipynb notebooks/S10C_Monte_Carlo_Integration.ipynb notebooks/S10_AbbreviatedNotes.ipynb notebooks/S11_Probabilistic_Programming.ipynb notebooks/S11A_PyMC3.ipynb notebooks/S10D_MCMC.ipynb notebooks/S10E_HMC.ipynb notebooks/S12_CPP_Annotated.ipynb notebooks/S13A_Numba.ipynb notebooks/S13B_Cython.ipynb notebooks/S13C_pybind11.ipynb notebooks/S13_Native_Code_Compilation.ipynb notebooks/S14A_Parallel_Programming_Introduction.ipynb notebooks/S14B_Multicore_Parallelism.ipynb notebooks/S14C_Parallel_Programming_Extended_Example.ipynb notebooks/S14D_IPyParallel.ipynb notebooks/S14E_Scalable_Data_Analytics.ipynb notebooks/S14F_Data_Sketches.ipynb notebooks/S15A_Introduction_To_Spark.ipynb notebooks/S15B_Working_With_RDDs.ipynb notebooks/S15C_Spark_DataFrames.ipynb notebooks/S15D_Spark_MLib.ipynb notebooks/S15E_Efficiency_In_Spark.ipynb notebooks/S15F_SparkMagic.ipynb notebooks/S16_Introducing_TensorFlow.ipnb notebooks/S16A_Using_TensorFlow.ipynb notebooks/S16B_Regression_In_TensorFlow.ipynb notebooks/S16C_Using_Keras.ipynb notebooks/S16D_CNN.ipynb notebooks/S16E_Sequential_Functional_Interfaces.ipynb
.. toctree:: :maxdepth: 1 labs/Lab00.ipynb labs/Lab02.ipynb labs/Lab03.ipynb labs/Lab04.ipynb labs/Lab05.ipynb labs/Lab06.ipynb labs/Lab07.ipynb labs/Lab08.ipynb labs/Lab09.ipynb labs/Lab10.ipynb labs/Lab11A.ipynb labs/Lab11B.ipynb labs/Lab05S.ipynb labs/Lab06S.ipynb labs/Mock Exam.ipynb exams/Midterm_Exams_STA663_2018.ipynb