├── .gitignore ├── PythonInfo.md ├── README.md ├── _config.yml ├── week1_calc ├── CalcLectureNotes_1.pdf ├── CalcLectureNotes_2.pdf └── topics.txt ├── week2_linalg ├── LinearAlgebraLectureNote1.pdf ├── LinearAlgebraLectureNote1_git.pdf ├── LinearAlgebraLectureNote2.pdf ├── LinearAlgebraLectureNote2_git.pdf └── topics.txt ├── week3_pca ├── PCAEX.ipynb ├── PCAEX.png ├── bishop_ch12.pdf ├── detailedPCAEX.pdf ├── eigen_notes.pdf ├── eigen_pca_tex.pdf ├── math_probs_0708.pdf ├── math_probs_0711.pdf ├── pca_notes.pdf ├── pca_tutorial.ipynb ├── problems.pdf └── python_tutorial.ipynb ├── week4_linreg ├── CrossValidation_PolynomialRegression.ipynb ├── LinearRegressionGradientDescent.ipynb ├── LinearRegressionGradientDescent_Solution.ipynb ├── LinearRegression_SetupAndNormalEquations.ipynb ├── PCAvsLR.ipynb ├── RidgeRegression.ipynb ├── SSD.png ├── topics.txt ├── week4_linreg.pdf ├── week4_linreg.tex ├── week4_linreg_problems.pdf └── week4_linreg_problems.tex ├── week5_prob ├── bishop_ch1-2.pdf ├── combinatorics.pdf ├── lecture_1_probability.pdf ├── probability_problem_set.pdf ├── topics.txt └── venn_diags_v2.pdf └── week6_maxlik ├── MLMAP_PS.pdf ├── Notes.pdf └── topics.txt /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JaneliaMLCourse/MathClub/HEAD/.gitignore -------------------------------------------------------------------------------- /PythonInfo.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JaneliaMLCourse/MathClub/HEAD/PythonInfo.md -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/JaneliaMLCourse/MathClub/HEAD/README.md -------------------------------------------------------------------------------- /_config.yml: 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