├── .gitignore ├── LICENSE ├── README.md ├── exams ├── Midterm01.ipynb ├── Midterm01_Solutions.ipynb ├── Midterm02.ipynb ├── Midterm02_Solutions.ipynb ├── Mock_02_01.ipynb ├── Mock_02_01_Solutions.ipynb ├── Mock_02_02.ipynb ├── Mock_02_02_Solutions.ipynb ├── Mock_Midterm01.ipynb ├── Mock_Midterm01_Solutions.ipynb ├── Q1.npy ├── Q2.npy ├── Q3.png ├── Q5.npy ├── alice.txt ├── bif.png ├── mandelbrot-250x250.png ├── nums.txt ├── seq.txt └── vecs.png ├── homework ├── 7_1.png ├── 7_2.png ├── 7_2A.png ├── 7_2B.png ├── 7_3.png ├── 7_4.png ├── Homework01.ipynb ├── Homework02.ipynb ├── Homework03.ipynb ├── Homework04.ipynb ├── Homework05.ipynb ├── Homework06.ipynb ├── Homework07.ipynb ├── Homework08.ipynb ├── Homework09.ipynb ├── Q2.npy ├── Q3.png ├── Q5.npy ├── forest_fire.mp4 ├── forest_fire.png ├── mystery.txt └── pubmed.pic ├── notebooks ├── Lagrange_multiplier.png ├── Revised schedule.ipynb ├── S01_Jupyter_and_Python.ipynb ├── S02_Text.ipynb ├── S03_Numpy.ipynb ├── S04_Pandas.ipynb ├── S05_Graphics.ipynb ├── S06_Functional.ipynb ├── S07A_Parallel.ipynb ├── S07B_IPyParallel.ipynb ├── S08A_Overview_numba_cython.ipynb ├── S08B_Numba.ipynb ├── S08C_Cython.ipynb ├── S09A_CPP.ipynb ├── S09B_C.ipynb ├── S10_PyBind11.ipynb ├── T00_Statistical_Computing.ipynb ├── T01A_Scalars.ipynb ├── T01B_Vectors.ipynb ├── T01C_Matrices.ipynb ├── T01D_Sparse_Matrices.ipynb ├── T028B_Sovling_Linear_Equations.ipynb ├── T02A_Matrix_Multiplication.ipynb ├── T02_Linear_Algebra.ipynb ├── T03_Least_Squares.ipynb ├── T04_SVD.ipynb ├── T05_SVD_Applications.ipynb ├── T06_Linear_Algebra_Examples.ipynb ├── T07A_Optimization.ipynb ├── T07B_Root_Finding.ipynb ├── T07C_Optimization_Algorithms.ipynb ├── T07D_Optimization_Examples.ipynb ├── T07E_Optimization_Line_Search.ipynb ├── T07F_Least_Squares_Optimization.ipynb ├── T07G_Gradient_Descent_Optimization.ipynb ├── T07H_Constrained_Optimization.ipynb ├── T08A_Likelihood.ipynb ├── T08B_Numerical_integration.ipynb ├── T08C_Monte_Carlo_Integration.ipynb ├── T08D_Markov_chains.ipynb ├── T08E_MCMC.ipynb ├── T08F_HMC.ipynb ├── T09A_PyMC3.ipynb ├── T09B_PyMC3.ipynb ├── T09C_PyMC3.ipynb ├── T09D_PyMC3.ipynb ├── T10A_TF2_Building_Blocks.ipynb ├── T10B_Keras_Building_Blocks.ipynb ├── T11A_Gradient_Descent_In_DL.ipynb ├── T11B_Deep_Learning_Models.ipynb ├── T12A_TFP.ipynb ├── T12B_PDL_MLE.ipynb ├── T13_PDL_NF.ipynb ├── T14_PDL_VB.ipynb ├── T15_PDL_Classification.ipynb ├── X01_Symbolic_Algebra.ipynb ├── airports.csv ├── binary.csv ├── exercises │ ├── S01_Exercises.ipynb │ ├── S02_Exercises.ipynb │ ├── S03_exercises.ipynb │ ├── S04_Exercises.ipynb │ ├── S05_Exercises.ipynb │ ├── S06_Exercises.ipynb │ ├── T01_Exercises.ipynb │ ├── T07_More_Linear_Algebra_Exercises.ipynb │ ├── data │ │ ├── lookingglass.txt │ │ └── wonderland.txt │ ├── iris.png │ ├── leslie.png │ ├── less_yuck.csv │ ├── markov.png │ ├── mess.txt │ ├── pagerank.png │ ├── spectral.png │ └── tidy.csv ├── markov_triangle.png ├── names.csv ├── solutions │ ├── S01_Exercises_Solution.ipynb │ ├── S02_Exercises_Solutiion.ipynb │ ├── S03_Exercises_Solutiion.ipynb │ ├── S04_Exercises_Solutions.ipynb │ ├── S05_Exercises_Solution.ipynb │ ├── S06_Exercises_Solutions.ipynb │ ├── S08_Exercises_Solutions.ipynb │ └── T07_More_Linear_Algebra_Solutions.ipynb └── spectral.png ├── project └── template.ipynb └── whiteboard ├── STA 663 2021-03-18 Gaussian elimination and LU.pdf ├── STA 663 2021-03-23 Solving linear equations.pdf ├── STA 663 2021-03-25 SVD and cleaning up.pdf ├── STA 663 2021-03-30 Optimization.pdf ├── STA 663 Deep Learning Concepts.pdf ├── STA 663 Optimization (Multivariate).pdf ├── STA 663 Optimization (Special, constrained, examples).pdf ├── STA 663 Optimization (Univariate).pdf ├── STA 663 PDL.pdf ├── STA 663 Working with probability.pdf └── STA 663 review for midterm 2.pdf /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/README.md -------------------------------------------------------------------------------- /exams/Midterm01.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Midterm01.ipynb -------------------------------------------------------------------------------- /exams/Midterm01_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Midterm01_Solutions.ipynb -------------------------------------------------------------------------------- /exams/Midterm02.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Midterm02.ipynb -------------------------------------------------------------------------------- /exams/Midterm02_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Midterm02_Solutions.ipynb -------------------------------------------------------------------------------- /exams/Mock_02_01.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Mock_02_01.ipynb -------------------------------------------------------------------------------- /exams/Mock_02_01_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Mock_02_01_Solutions.ipynb -------------------------------------------------------------------------------- /exams/Mock_02_02.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Mock_02_02.ipynb -------------------------------------------------------------------------------- /exams/Mock_02_02_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Mock_02_02_Solutions.ipynb -------------------------------------------------------------------------------- /exams/Mock_Midterm01.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Mock_Midterm01.ipynb -------------------------------------------------------------------------------- /exams/Mock_Midterm01_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Mock_Midterm01_Solutions.ipynb -------------------------------------------------------------------------------- /exams/Q1.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Q1.npy -------------------------------------------------------------------------------- /exams/Q2.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Q2.npy -------------------------------------------------------------------------------- /exams/Q3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Q3.png -------------------------------------------------------------------------------- /exams/Q5.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/Q5.npy -------------------------------------------------------------------------------- /exams/alice.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/alice.txt -------------------------------------------------------------------------------- /exams/bif.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/bif.png -------------------------------------------------------------------------------- /exams/mandelbrot-250x250.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/mandelbrot-250x250.png -------------------------------------------------------------------------------- /exams/nums.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/nums.txt -------------------------------------------------------------------------------- /exams/seq.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/seq.txt -------------------------------------------------------------------------------- /exams/vecs.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/exams/vecs.png -------------------------------------------------------------------------------- /homework/7_1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/7_1.png -------------------------------------------------------------------------------- /homework/7_2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/7_2.png -------------------------------------------------------------------------------- /homework/7_2A.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/7_2A.png -------------------------------------------------------------------------------- /homework/7_2B.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/7_2B.png -------------------------------------------------------------------------------- /homework/7_3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/7_3.png -------------------------------------------------------------------------------- /homework/7_4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/7_4.png -------------------------------------------------------------------------------- /homework/Homework01.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework01.ipynb -------------------------------------------------------------------------------- /homework/Homework02.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework02.ipynb -------------------------------------------------------------------------------- /homework/Homework03.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework03.ipynb -------------------------------------------------------------------------------- /homework/Homework04.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework04.ipynb -------------------------------------------------------------------------------- /homework/Homework05.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework05.ipynb -------------------------------------------------------------------------------- /homework/Homework06.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework06.ipynb -------------------------------------------------------------------------------- /homework/Homework07.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework07.ipynb -------------------------------------------------------------------------------- /homework/Homework08.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework08.ipynb -------------------------------------------------------------------------------- /homework/Homework09.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Homework09.ipynb -------------------------------------------------------------------------------- /homework/Q2.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Q2.npy -------------------------------------------------------------------------------- /homework/Q3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Q3.png -------------------------------------------------------------------------------- /homework/Q5.npy: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/Q5.npy -------------------------------------------------------------------------------- /homework/forest_fire.mp4: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/forest_fire.mp4 -------------------------------------------------------------------------------- /homework/forest_fire.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/forest_fire.png -------------------------------------------------------------------------------- /homework/mystery.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/mystery.txt -------------------------------------------------------------------------------- /homework/pubmed.pic: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/homework/pubmed.pic -------------------------------------------------------------------------------- /notebooks/Lagrange_multiplier.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/Lagrange_multiplier.png -------------------------------------------------------------------------------- /notebooks/Revised schedule.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/Revised schedule.ipynb -------------------------------------------------------------------------------- /notebooks/S01_Jupyter_and_Python.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S01_Jupyter_and_Python.ipynb -------------------------------------------------------------------------------- /notebooks/S02_Text.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S02_Text.ipynb -------------------------------------------------------------------------------- /notebooks/S03_Numpy.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S03_Numpy.ipynb -------------------------------------------------------------------------------- /notebooks/S04_Pandas.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S04_Pandas.ipynb -------------------------------------------------------------------------------- /notebooks/S05_Graphics.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S05_Graphics.ipynb -------------------------------------------------------------------------------- /notebooks/S06_Functional.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S06_Functional.ipynb -------------------------------------------------------------------------------- /notebooks/S07A_Parallel.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S07A_Parallel.ipynb -------------------------------------------------------------------------------- /notebooks/S07B_IPyParallel.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S07B_IPyParallel.ipynb -------------------------------------------------------------------------------- /notebooks/S08A_Overview_numba_cython.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S08A_Overview_numba_cython.ipynb -------------------------------------------------------------------------------- /notebooks/S08B_Numba.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S08B_Numba.ipynb -------------------------------------------------------------------------------- /notebooks/S08C_Cython.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S08C_Cython.ipynb -------------------------------------------------------------------------------- /notebooks/S09A_CPP.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S09A_CPP.ipynb -------------------------------------------------------------------------------- /notebooks/S09B_C.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S09B_C.ipynb -------------------------------------------------------------------------------- /notebooks/S10_PyBind11.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/S10_PyBind11.ipynb -------------------------------------------------------------------------------- /notebooks/T00_Statistical_Computing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T00_Statistical_Computing.ipynb -------------------------------------------------------------------------------- /notebooks/T01A_Scalars.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T01A_Scalars.ipynb -------------------------------------------------------------------------------- /notebooks/T01B_Vectors.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T01B_Vectors.ipynb -------------------------------------------------------------------------------- /notebooks/T01C_Matrices.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T01C_Matrices.ipynb -------------------------------------------------------------------------------- /notebooks/T01D_Sparse_Matrices.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T01D_Sparse_Matrices.ipynb -------------------------------------------------------------------------------- /notebooks/T028B_Sovling_Linear_Equations.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T028B_Sovling_Linear_Equations.ipynb -------------------------------------------------------------------------------- /notebooks/T02A_Matrix_Multiplication.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T02A_Matrix_Multiplication.ipynb -------------------------------------------------------------------------------- /notebooks/T02_Linear_Algebra.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T02_Linear_Algebra.ipynb -------------------------------------------------------------------------------- /notebooks/T03_Least_Squares.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T03_Least_Squares.ipynb -------------------------------------------------------------------------------- /notebooks/T04_SVD.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T04_SVD.ipynb -------------------------------------------------------------------------------- /notebooks/T05_SVD_Applications.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T05_SVD_Applications.ipynb -------------------------------------------------------------------------------- /notebooks/T06_Linear_Algebra_Examples.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T06_Linear_Algebra_Examples.ipynb -------------------------------------------------------------------------------- /notebooks/T07A_Optimization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T07A_Optimization.ipynb -------------------------------------------------------------------------------- /notebooks/T07B_Root_Finding.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T07B_Root_Finding.ipynb -------------------------------------------------------------------------------- /notebooks/T07C_Optimization_Algorithms.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T07C_Optimization_Algorithms.ipynb -------------------------------------------------------------------------------- /notebooks/T07D_Optimization_Examples.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T07D_Optimization_Examples.ipynb -------------------------------------------------------------------------------- /notebooks/T07E_Optimization_Line_Search.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T07E_Optimization_Line_Search.ipynb -------------------------------------------------------------------------------- /notebooks/T07F_Least_Squares_Optimization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T07F_Least_Squares_Optimization.ipynb -------------------------------------------------------------------------------- /notebooks/T07G_Gradient_Descent_Optimization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T07G_Gradient_Descent_Optimization.ipynb -------------------------------------------------------------------------------- /notebooks/T07H_Constrained_Optimization.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T07H_Constrained_Optimization.ipynb -------------------------------------------------------------------------------- /notebooks/T08A_Likelihood.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T08A_Likelihood.ipynb -------------------------------------------------------------------------------- /notebooks/T08B_Numerical_integration.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T08B_Numerical_integration.ipynb -------------------------------------------------------------------------------- /notebooks/T08C_Monte_Carlo_Integration.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T08C_Monte_Carlo_Integration.ipynb -------------------------------------------------------------------------------- /notebooks/T08D_Markov_chains.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T08D_Markov_chains.ipynb -------------------------------------------------------------------------------- /notebooks/T08E_MCMC.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T08E_MCMC.ipynb -------------------------------------------------------------------------------- /notebooks/T08F_HMC.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T08F_HMC.ipynb -------------------------------------------------------------------------------- /notebooks/T09A_PyMC3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T09A_PyMC3.ipynb -------------------------------------------------------------------------------- /notebooks/T09B_PyMC3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T09B_PyMC3.ipynb -------------------------------------------------------------------------------- /notebooks/T09C_PyMC3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T09C_PyMC3.ipynb -------------------------------------------------------------------------------- /notebooks/T09D_PyMC3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T09D_PyMC3.ipynb -------------------------------------------------------------------------------- /notebooks/T10A_TF2_Building_Blocks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T10A_TF2_Building_Blocks.ipynb -------------------------------------------------------------------------------- /notebooks/T10B_Keras_Building_Blocks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T10B_Keras_Building_Blocks.ipynb -------------------------------------------------------------------------------- /notebooks/T11A_Gradient_Descent_In_DL.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T11A_Gradient_Descent_In_DL.ipynb -------------------------------------------------------------------------------- /notebooks/T11B_Deep_Learning_Models.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T11B_Deep_Learning_Models.ipynb -------------------------------------------------------------------------------- /notebooks/T12A_TFP.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T12A_TFP.ipynb -------------------------------------------------------------------------------- /notebooks/T12B_PDL_MLE.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T12B_PDL_MLE.ipynb -------------------------------------------------------------------------------- /notebooks/T13_PDL_NF.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T13_PDL_NF.ipynb -------------------------------------------------------------------------------- /notebooks/T14_PDL_VB.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T14_PDL_VB.ipynb -------------------------------------------------------------------------------- /notebooks/T15_PDL_Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/T15_PDL_Classification.ipynb -------------------------------------------------------------------------------- /notebooks/X01_Symbolic_Algebra.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/X01_Symbolic_Algebra.ipynb -------------------------------------------------------------------------------- /notebooks/airports.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/airports.csv -------------------------------------------------------------------------------- /notebooks/binary.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/binary.csv -------------------------------------------------------------------------------- /notebooks/exercises/S01_Exercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/S01_Exercises.ipynb -------------------------------------------------------------------------------- /notebooks/exercises/S02_Exercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/S02_Exercises.ipynb -------------------------------------------------------------------------------- /notebooks/exercises/S03_exercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/S03_exercises.ipynb -------------------------------------------------------------------------------- /notebooks/exercises/S04_Exercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/S04_Exercises.ipynb -------------------------------------------------------------------------------- /notebooks/exercises/S05_Exercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/S05_Exercises.ipynb -------------------------------------------------------------------------------- /notebooks/exercises/S06_Exercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/S06_Exercises.ipynb -------------------------------------------------------------------------------- /notebooks/exercises/T01_Exercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/T01_Exercises.ipynb -------------------------------------------------------------------------------- /notebooks/exercises/T07_More_Linear_Algebra_Exercises.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/T07_More_Linear_Algebra_Exercises.ipynb -------------------------------------------------------------------------------- /notebooks/exercises/data/lookingglass.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/data/lookingglass.txt -------------------------------------------------------------------------------- /notebooks/exercises/data/wonderland.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/data/wonderland.txt -------------------------------------------------------------------------------- /notebooks/exercises/iris.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/iris.png -------------------------------------------------------------------------------- /notebooks/exercises/leslie.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/leslie.png -------------------------------------------------------------------------------- /notebooks/exercises/less_yuck.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/less_yuck.csv -------------------------------------------------------------------------------- /notebooks/exercises/markov.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/markov.png -------------------------------------------------------------------------------- /notebooks/exercises/mess.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/mess.txt -------------------------------------------------------------------------------- /notebooks/exercises/pagerank.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/pagerank.png -------------------------------------------------------------------------------- /notebooks/exercises/spectral.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/spectral.png -------------------------------------------------------------------------------- /notebooks/exercises/tidy.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/exercises/tidy.csv -------------------------------------------------------------------------------- /notebooks/markov_triangle.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/markov_triangle.png -------------------------------------------------------------------------------- /notebooks/names.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/names.csv -------------------------------------------------------------------------------- /notebooks/solutions/S01_Exercises_Solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/solutions/S01_Exercises_Solution.ipynb -------------------------------------------------------------------------------- /notebooks/solutions/S02_Exercises_Solutiion.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/solutions/S02_Exercises_Solutiion.ipynb -------------------------------------------------------------------------------- /notebooks/solutions/S03_Exercises_Solutiion.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/solutions/S03_Exercises_Solutiion.ipynb -------------------------------------------------------------------------------- /notebooks/solutions/S04_Exercises_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/solutions/S04_Exercises_Solutions.ipynb -------------------------------------------------------------------------------- /notebooks/solutions/S05_Exercises_Solution.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/solutions/S05_Exercises_Solution.ipynb -------------------------------------------------------------------------------- /notebooks/solutions/S06_Exercises_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/solutions/S06_Exercises_Solutions.ipynb -------------------------------------------------------------------------------- /notebooks/solutions/S08_Exercises_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/solutions/S08_Exercises_Solutions.ipynb -------------------------------------------------------------------------------- /notebooks/solutions/T07_More_Linear_Algebra_Solutions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/solutions/T07_More_Linear_Algebra_Solutions.ipynb -------------------------------------------------------------------------------- /notebooks/spectral.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/notebooks/spectral.png -------------------------------------------------------------------------------- /project/template.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/project/template.ipynb -------------------------------------------------------------------------------- /whiteboard/STA 663 2021-03-18 Gaussian elimination and LU.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 2021-03-18 Gaussian elimination and LU.pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 2021-03-23 Solving linear equations.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 2021-03-23 Solving linear equations.pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 2021-03-25 SVD and cleaning up.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 2021-03-25 SVD and cleaning up.pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 2021-03-30 Optimization.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 2021-03-30 Optimization.pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 Deep Learning Concepts.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 Deep Learning Concepts.pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 Optimization (Multivariate).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 Optimization (Multivariate).pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 Optimization (Special, constrained, examples).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 Optimization (Special, constrained, examples).pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 Optimization (Univariate).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 Optimization (Univariate).pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 PDL.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 PDL.pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 Working with probability.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 Working with probability.pdf -------------------------------------------------------------------------------- /whiteboard/STA 663 review for midterm 2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/cliburn/sta-663-2021/HEAD/whiteboard/STA 663 review for midterm 2.pdf --------------------------------------------------------------------------------