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Mike Hughes's Projects

ccgaussian icon ccgaussian

Experimental class-conditional Gaussian models.

cs136-24s-assignments icon cs136-24s-assignments

Public-facing repo for code related to in-class demos and homework for CS 136 at Tufts in Spring '24

diffable_transforms_for_autograd icon diffable_transforms_for_autograd

Implements common transforms that map constrained parameter spaces (positive reals, unit interval, unit simplex, cholesky space, etc) to unconstrained real values. Useful for gradient-based optimization.

eme185 icon eme185

The course website for EME185: http://moorepants.github.io/eme185/

keyboard_acoustics icon keyboard_acoustics

Archive of old course project on analyzing acoustic signals from computer keyboards. Unmaintained.

kmeansrex icon kmeansrex

Fast, vectorized C++ implementation of K-Means using the Eigen matrix template library. Includes Matlab and Python interfaces.

mini_project_ideas icon mini_project_ideas

Specs for "mini projects" for candidate students interested in my research group

mocap6dataset icon mocap6dataset

Annotated dataset of simple human exercises (jumping jacks/arm circles/etc) recorded as motion capture traces.

npbayeshmm icon npbayeshmm

Nonparametric Bayesian Inference for Sequential Data. Includes state-of-the-art MCMC inference for Beta process Hidden Markov Models (BP-HMM). Implemented in Matlab.

satdetect icon satdetect

Prototype python code for object recognition using satellite images. Early-stage active development.

supertopicmodels icon supertopicmodels

Supervised Latent Dirichlet Allocation and other topic models. Supports regression and classification. Written in Matlab.

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