matloff Goto Github PK

artofml

Companion to "The Art of Machine Learning

autograding

Scripts to automate grading

cdparcoord

Frequency-based parallel coordinates plots for categorical and discrete data.

changes

cmdlinetools

Handy tools to make like easier and more fun with the R command line!

dbgr

Debugging tools for R.

debugr

des

Discrete-Event Simulation in R

dsld

A statistical and graphical toolkit for analyzing data for possible patterns of discrimination (racial, gender, age, etc.)

dsldbook

A textbook on the use of quantitative methods related to discrimination in race, gender and so on.

edffair

Explicitly Deweighted Features, for Fair ML

edtdbg

Quasi-IDE for R

ethicsfortech

Readings for a course in ethics for technologists.

exnorm

Tools for the ex-normal distribution family.

farewelladdress

faster

Fast Lane to Learning R!

fastlinearalgebra

Quick review of linear algebra. Some facility with R helpful but not required.

faststat

Quick introduction to statistics for those with a probability background.

gitr

imageclassr

imagefraud

ksrepl

Keyboard shorts for the R command line.

loglinfit

Log linear model via the "Poisson Trick". Non-testing approach to model selection.

misc

Miscellaneous files, or ones here temporarily until I make a new repository.

mixhmm

Tutorial on mixture and Hidden Markov models, emphasizing the connections between the two.

nmgeneralcourseinfo

General procedures.

noassumptionslm

Linear regression modeling with (almost) no assumptions.

omsi

parcoordtutorial

Tutorial on the parallel coordinates visualization method. Examples, interpretation, data, links and more.

partools

Tools to aid coding in the R 'parallel' package.