Iain Carmichael's repositories

py_jive

A data analysis package for high-dimensional, multi-block data.

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stor390

Introduction to Data Science

mvdr

A python package for multi-view dimensionality reduction

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ya_pca

Yet another PCA package. This one focuses on rank selection.

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jackstraw

implements jackstraw methods in python test for associations between variables and systematic modes of variation discovered in the data.

r_jive

Implementation of AJIVE in R

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breast_cancer_image_analysis

Reproduces the analysis from Carmichael et al. 2019

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NetworkChangePoint

Nonparametric change point detection for growing trees and code to reproduce figures in Banerjee, Bhamidi and Carmichael, 2018

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word_embed_tutorial

tutorial on getting started with word embeddings in python using Supreme Court opinions

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FalseConfidence

Code to reproduce figures in Carmichael and Williams, 2018

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idc9.github.io

Personal website

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mvmm

Learning sparsity and block diagonal structure in multi-view mixture models.

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what_the_cluster

Python implementation of some algorithms to determine the "optimal" number of clusters

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andersoncd

Implementation of Anderson acceleration of coordinate descent.

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courtlistener

A free and powerful system for awareness and research of the American judicial system.

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deep-learning-v2-pytorch

Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

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diproperm

DiProPerm for high dimensional hypothesis testing.

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ds_tutorials

data science tutorials

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explore

tools for exploratory data analysis

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fclsp

Folded concave Laplacian spectral penalization.

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graspy

Python package for graph statistics

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HistomicsTK

A Python toolkit for pathology image analysis algorithms.

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lightning

Deep learning framework to train, deploy, and ship AI products Lightning fast.

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mvlearn

Python package for multi-view machine learning

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mvmm_sim

Reproduces the simulations from Carmichael, 2020.

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repro_homelessness_retention_atp

Reproduce the results of "Patient Characteristics and Retention Among Unhoused Patients Enrolled in a Low-Barrier-To Treatment Entry Opioid Agonist Program"

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repro_lap_reg

Reproduces the result from the Laplacian regularization paper (Carmichael, 2021)

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SimpleParsing

Simple, Elegant, Typed Argument Parsing with argparse

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UNC_science_expo_2018

Interactive Shiny Applicatino in R to demonstrate the hazards of spurious correlations. App can be found at https://cbreen.shinyapps.io/final_app/

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