├── README.md ├── adagrad.html ├── adagrad.rmd ├── angles.html ├── angles.rmd ├── compile.R ├── compile.sh ├── convexity.html ├── convexity.rmd ├── functions.html ├── functions.rmd ├── hashing_trick.html ├── hashing_trick.rmd ├── images ├── .DS_Store ├── convex.ograph ├── convex.pdf ├── convex.png ├── nonconvex1.ograph ├── nonconvex1.pdf ├── nonconvex1.png ├── nonconvex2.ograph ├── nonconvex2.pdf └── nonconvex2.png ├── knn.html ├── knn.rmd ├── linear_regression.html ├── linear_regression.rmd ├── local_vs_global.html ├── local_vs_global.rmd ├── logistic_regresion.html ├── logistic_regresion.rmd ├── mcmc.html ├── mcmc.rmd ├── nonparametrics.html ├── nonparametrics.rmd ├── norms.html ├── norms.rmd ├── optimization.html ├── optimization.rmd ├── optimization_algorithms.html ├── optimization_algorithms.rmd ├── outline.html ├── outline.rmd ├── regularization.html ├── regularization.rmd ├── rosetta.html ├── rosetta.rmd ├── special_matrices.html ├── special_matrices.rmd ├── svd.html └── svd.rmd /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/README.md -------------------------------------------------------------------------------- /adagrad.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/adagrad.html -------------------------------------------------------------------------------- /adagrad.rmd: -------------------------------------------------------------------------------- 1 | Hack the gradient for faster convergence. 2 | -------------------------------------------------------------------------------- /angles.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/angles.html -------------------------------------------------------------------------------- /angles.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/angles.rmd -------------------------------------------------------------------------------- /compile.R: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/compile.R -------------------------------------------------------------------------------- /compile.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/compile.sh -------------------------------------------------------------------------------- /convexity.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/convexity.html -------------------------------------------------------------------------------- /convexity.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/convexity.rmd -------------------------------------------------------------------------------- /functions.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/functions.html -------------------------------------------------------------------------------- /functions.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/functions.rmd -------------------------------------------------------------------------------- /hashing_trick.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/hashing_trick.html -------------------------------------------------------------------------------- /hashing_trick.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/hashing_trick.rmd -------------------------------------------------------------------------------- /images/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/.DS_Store -------------------------------------------------------------------------------- /images/convex.ograph: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/convex.ograph -------------------------------------------------------------------------------- /images/convex.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/convex.pdf -------------------------------------------------------------------------------- /images/convex.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/convex.png -------------------------------------------------------------------------------- /images/nonconvex1.ograph: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/nonconvex1.ograph -------------------------------------------------------------------------------- /images/nonconvex1.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/nonconvex1.pdf -------------------------------------------------------------------------------- /images/nonconvex1.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/nonconvex1.png -------------------------------------------------------------------------------- /images/nonconvex2.ograph: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/nonconvex2.ograph -------------------------------------------------------------------------------- /images/nonconvex2.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/nonconvex2.pdf -------------------------------------------------------------------------------- /images/nonconvex2.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/images/nonconvex2.png -------------------------------------------------------------------------------- /knn.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/knn.html -------------------------------------------------------------------------------- /knn.rmd: -------------------------------------------------------------------------------- 1 | k-Nearest Neighbors method 2 | -------------------------------------------------------------------------------- /linear_regression.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/linear_regression.html -------------------------------------------------------------------------------- /linear_regression.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/linear_regression.rmd -------------------------------------------------------------------------------- /local_vs_global.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/local_vs_global.html -------------------------------------------------------------------------------- /local_vs_global.rmd: -------------------------------------------------------------------------------- 1 | Linear regression vs. kNN 2 | -------------------------------------------------------------------------------- /logistic_regresion.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/logistic_regresion.html -------------------------------------------------------------------------------- /logistic_regresion.rmd: -------------------------------------------------------------------------------- 1 | Linear regression in logit space. 2 | -------------------------------------------------------------------------------- /mcmc.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/mcmc.html -------------------------------------------------------------------------------- /mcmc.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/mcmc.rmd -------------------------------------------------------------------------------- /nonparametrics.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/nonparametrics.html -------------------------------------------------------------------------------- /nonparametrics.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/nonparametrics.rmd -------------------------------------------------------------------------------- /norms.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/norms.html -------------------------------------------------------------------------------- /norms.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/norms.rmd -------------------------------------------------------------------------------- /optimization.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/optimization.html -------------------------------------------------------------------------------- /optimization.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/optimization.rmd -------------------------------------------------------------------------------- /optimization_algorithms.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/optimization_algorithms.html -------------------------------------------------------------------------------- /optimization_algorithms.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/optimization_algorithms.rmd -------------------------------------------------------------------------------- /outline.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/outline.html -------------------------------------------------------------------------------- /outline.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/outline.rmd -------------------------------------------------------------------------------- /regularization.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/regularization.html -------------------------------------------------------------------------------- /regularization.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/regularization.rmd -------------------------------------------------------------------------------- /rosetta.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/rosetta.html -------------------------------------------------------------------------------- /rosetta.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/rosetta.rmd -------------------------------------------------------------------------------- /special_matrices.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/special_matrices.html -------------------------------------------------------------------------------- /special_matrices.rmd: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/special_matrices.rmd -------------------------------------------------------------------------------- /svd.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/johnmyleswhite/MLNotes/HEAD/svd.html -------------------------------------------------------------------------------- /svd.rmd: -------------------------------------------------------------------------------- 1 | # The Glory of the SVD 2 | --------------------------------------------------------------------------------