Ecosyste.ms: Repos

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GitHub / ck37 61 repositories

Psychiatry faculty; biostatistics PhD. {Targeted, deep, machine} learning, NLP, IRT, computer vision, exposure mixtures, EHRs.

ck37/varimpact

Variable importance through targeted causal inference, with Alan Hubbard

Language: R - Size: 618 KB - Last synced: 13 days ago - Pushed: about 1 year ago - Stars: 57 - Forks: 13

ck37/coral-ordinal

Tensorflow Keras implementation of ordinal regression using consistent rank logits (CORAL) by Cao et al. (2019)

Language: Python - Size: 118 KB - Last synced: 15 days ago - Pushed: about 2 years ago - Stars: 76 - Forks: 22

ck37/dcurves Fork of ddsjoberg/dcurves

Decision Curve Analysis

Size: 1.17 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 0 - Forks: 0

ck37/ck37r

R functions for project setup, data cleaning, machine learning, SuperLearner, parallelization, and targeted learning.

Language: R - Size: 1.13 MB - Last synced: 13 days ago - Pushed: about 1 year ago - Stars: 18 - Forks: 5

ck37/kp-dsc-2018

Kaiser Permanente Data Science Competition 2018

Language: R - Size: 644 KB - Last synced: 8 months ago - Pushed: over 5 years ago - Stars: 3 - Forks: 1

ck37/clinsent

Estimate sentiment in clinical notes via keywords or deep learning models

Language: Python - Size: 34.2 KB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 2 - Forks: 1

ck37/mlr3extralearners Fork of mlr-org/mlr3extralearners

Extra learners for use in mlr3.

Size: 50.3 MB - Last synced: about 1 year ago - Pushed: about 1 year ago - Stars: 0 - Forks: 0

ck37/featurerank

Ensemble feature ranking for SuperLearner variable selection

Language: R - Size: 85.9 KB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 3 - Forks: 0

ck37/superlearner-guide

SuperLearner guide: fitting models, ensembling, prediction, hyperparameters, parallelization, timing, feature selection, etc.

Language: HTML - Size: 2.28 MB - Last synced: about 1 year ago - Pushed: about 5 years ago - Stars: 37 - Forks: 9

ck37/htestimate

Horvitz-Thompson estimator for RCTs, with Joel Middleton

Language: R - Size: 87.9 KB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 6 - Forks: 1

ck37/Predictive-Modeling-in-R

Workshop (2-6 hours): cleaning, missing value imputation, EDA, ensemble learning, calibration, variable importance ranking, accumulated local effect plots. WIP.

Language: R - Size: 2.72 MB - Last synced: about 1 year ago - Pushed: almost 4 years ago - Stars: 11 - Forks: 3

ck37/tlmixture

Data-adaptive creation of exposure (treatment) mixtures using targeted learning

Language: R - Size: 288 KB - Last synced: about 1 year ago - Pushed: about 3 years ago - Stars: 2 - Forks: 0

ck37/tuneRanger Fork of PhilippPro/tuneRanger

Automatic tuning of random forests

Size: 3.89 MB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

ck37/randomize_ado

Stata module for random assignment, including blocking, balance checking, and automated rerandomization.

Language: Stata - Size: 53.7 KB - Last synced: about 1 year ago - Pushed: almost 7 years ago - Stars: 7 - Forks: 12

ck37/toxic-comments-fastai-pytorch

Analyzing Jigsaw's toxic comments Kaggle challenge using fastai + pytorch

Language: Jupyter Notebook - Size: 68.4 KB - Last synced: about 1 year ago - Pushed: about 5 years ago - Stars: 2 - Forks: 1

ck37/mimic-clinical-sentiment

Manuscript under review

Language: Jupyter Notebook - Size: 325 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 2 - Forks: 0

ck37/Machine-Learning-in-R Fork of dlab-berkeley/Machine-Learning-in-R

Workshop (6 hours): preprocessing, cross-validation, lasso, decision trees, random forest, xgboost, superlearner ensembles

Language: R - Size: 20.8 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 1 - Forks: 1

ck37/garden-iot

Automated garden system for my office

Language: Python - Size: 141 KB - Last synced: about 1 year ago - Pushed: about 8 years ago - Stars: 6 - Forks: 2

ck37/ck37

Size: 51.8 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

ck37/quicksectx Fork of jianlins/quicksectx

Size: 256 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

ck37/darwin-py Fork of v7labs/darwin-py

Library and commandline tool for managing datasets on darwin.v7labs.com

Size: 6.12 MB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

ck37/acic-tmle-2018

Targeted learning entry for the Atlantic Causal Inference Conference's 2018 data challenge

Language: R - Size: 1.49 MB - Last synced: 8 months ago - Pushed: over 5 years ago - Stars: 0 - Forks: 0

ck37/Phase2.1DataRPackage Fork of covidclinical/Phase2.1DataRPackage

Size: 205 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

ck37/chest-pain-risk-prediction

Article under review

Language: R - Size: 63.5 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

ck37/hpc-savio-xsede

Multicore and multi-node parallel R computation via SLURM on the Savio cluster at UC Berkeley, plus XSEDE

Language: Shell - Size: 43.9 KB - Last synced: about 1 year ago - Pushed: about 5 years ago - Stars: 8 - Forks: 1

ck37/Phase2.1SeverityAugRPackage Fork of covidclinical/Phase2.1SeverityAugRPackage

Size: 370 KB - Last synced: about 1 year ago - Pushed: over 2 years ago - Stars: 0 - Forks: 0

ck37/intrees-stel

Customization of Houtao Deng's inTrees-STEL analysis

Language: R - Size: 141 KB - Last synced: about 1 year ago - Pushed: over 9 years ago - Stars: 3 - Forks: 0

ck37/Phase2.1DockerAnalysis Fork of covidclinical/Phase2.1DockerAnalysis

Size: 136 KB - Last synced: about 1 year ago - Pushed: about 3 years ago - Stars: 0 - Forks: 0

ck37/embarcadero Fork of cjcarlson/embarcadero

🌲🌉 BART species distribution models 🌉 🌲

Language: R - Size: 82.2 MB - Last synced: about 1 year ago - Pushed: about 3 years ago - Stars: 0 - Forks: 1

ck37/causalquantile Fork of idiazst/causalquantile

R package for estimating quantile treatment effects

Language: R - Size: 5.86 KB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 0 - Forks: 0

ck37/the-matrix-154

Text analytics project for Stat 154 Statistical Learning at UC Berkeley, Fall 2015.

Language: R - Size: 326 KB - Last synced: about 1 year ago - Pushed: over 8 years ago - Stars: 1 - Forks: 1

ck37/ppmi-challenge-2016

Parkinson's Progression Marker Initiative data science challenge, 2016

Language: R - Size: 89.8 KB - Last synced: 7 months ago - Pushed: over 7 years ago - Stars: 3 - Forks: 1

ck37/MlBayesOpt Fork of ymattu/MlBayesOpt

R package to tune parameters of machine learning(Support Vector Machine, Random Forest, and Xgboost), using bayesian optimization with gaussian process

Language: R - Size: 1.12 MB - Last synced: about 1 year ago - Pushed: almost 7 years ago - Stars: 1 - Forks: 1

ck37/SuperLearner Fork of ecpolley/SuperLearner

SuperLearner R package: prediction model ensembling method

Language: R - Size: 730 KB - Last synced: about 1 year ago - Pushed: almost 5 years ago - Stars: 1 - Forks: 1

ck37/iml Fork of christophM/iml

iml: interpretable machine learning R package

Language: R - Size: 8.41 MB - Last synced: about 1 year ago - Pushed: almost 4 years ago - Stars: 0 - Forks: 0

ck37/concise-r

A concise introduction to R programming and data analysis

Language: HTML - Size: 321 KB - Last synced: about 1 year ago - Pushed: almost 7 years ago - Stars: 3 - Forks: 1

ck37/atlantic-causal-2017

Targeted Learning entry in the Atlantic Causal Inference Conference's 2017 competition

Language: R - Size: 1.32 MB - Last synced: 8 months ago - Pushed: almost 7 years ago - Stars: 11 - Forks: 3

ck37/sl3 Fork of tlverse/sl3

💪🤓 Modern Super Learning using Pipelines

Language: R - Size: 7.31 MB - Last synced: about 1 year ago - Pushed: over 4 years ago - Stars: 0 - Forks: 0

ck37/PH295-lab Fork of wilsoncai1992/PH295-lab

PB HLTH 295, Big Data Seminar (Fall 2016, UC Berkeley)

Language: HTML - Size: 59.5 MB - Last synced: about 1 year ago - Pushed: over 7 years ago - Stars: 1 - Forks: 0

ck37/gmail_add_emails.py

Add a file of emails into a gmail contact list.

Language: Python - Size: 78.1 KB - Last synced: about 1 year ago - Pushed: over 15 years ago - Stars: 2 - Forks: 0

ck37/fastglm Fork of jaredhuling/fastglm

Fast glm fitting via RcppEigen

Language: C++ - Size: 18.9 MB - Last synced: about 1 year ago - Pushed: about 5 years ago - Stars: 0 - Forks: 0

ck37/mlr3book Fork of mlr-org/mlr3book

Introduction to mlr3

Language: TeX - Size: 22.5 KB - Last synced: about 1 year ago - Pushed: over 5 years ago - Stars: 0 - Forks: 0

ck37/LeakGAN Fork of CR-Gjx/LeakGAN

The codes of paper "Long Text Generation via Adversarial Training with Leaked Information" on AAAI 2018. Text generation using GAN and Hierarchical Reinforcement Learning.

Language: Python - Size: 6.97 MB - Last synced: about 1 year ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

ck37/jomo Fork of cran/jomo

:exclamation: This is a read-only mirror of the CRAN R package repository. jomo — Multilevel Joint Modelling Multiple Imputation

Language: C - Size: 1.88 MB - Last synced: about 1 year ago - Pushed: almost 6 years ago - Stars: 0 - Forks: 0

ck37/rJava Fork of s-u/rJava

R to Java interface

Language: Java - Size: 1 MB - Last synced: about 1 year ago - Pushed: almost 6 years ago - Stars: 0 - Forks: 0

ck37/conv-nets Fork of arokem/conv-nets

Language: Jupyter Notebook - Size: 2.02 MB - Last synced: about 1 year ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

ck37/drtmle Fork of benkeser/drtmle

Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests

Language: R - Size: 1.63 MB - Last synced: about 1 year ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

ck37/brats17 Fork of taigw/brats17

Brain tumor segmentation for MICCAI 2017 BraTS challenge

Language: Python - Size: 43.7 MB - Last synced: about 1 year ago - Pushed: about 6 years ago - Stars: 0 - Forks: 0

ck37/hopach

This is a read-only mirror of the Bioconductor SVN repository. Package Homepage: http://bioconductor.org/packages/devel/bioc/html/hopach.html Contributions: http://www.stat.berkeley.edu/~laan/, http://docpollard.org/. Bug Reports: https://support.bioconductor.org/p/new/post/?tag_val=hopach.

Language: R - Size: 2.03 MB - Last synced: about 1 year ago - Pushed: about 8 years ago - Stars: 0 - Forks: 0

ck37/pkgdown Fork of r-lib/pkgdown

Generate static html documentation for an R package

Language: R - Size: 1.12 MB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 0 - Forks: 0

ck37/survtmle Fork of benkeser/survtmle

Targeted Learning for Survival Analysis

Language: R - Size: 5.21 MB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 1 - Forks: 0

ck37/onestep.survival Fork of wilsoncai1992/onestep.survival

Treatment-specific survival curve estimation via one-step TMLE algorithm

Language: R - Size: 186 KB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 0 - Forks: 0

ck37/ltmle Fork of joshuaschwab/ltmle

Longitudinal Targeted Maximum Likelihood Estimation package

Language: R - Size: 32.5 MB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 0 - Forks: 0

ck37/quant_3_code Fork of adamlauretig/Quant-3-Lecture-Code

code for quant 3 lecture on hpc

Language: R - Size: 4.88 KB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 0 - Forks: 0

ck37/mlr Fork of mlr-org/mlr

mlr: Machine Learning in R

Language: R - Size: 92.5 MB - Last synced: about 1 year ago - Pushed: almost 7 years ago - Stars: 0 - Forks: 0

ck37/rBayesianOptimization Fork of yanyachen/rBayesianOptimization

Bayesian Optimization of Hyperparameters

Language: R - Size: 23.4 KB - Last synced: about 1 year ago - Pushed: almost 7 years ago - Stars: 0 - Forks: 0

ck37/modelObj Fork of cran/modelObj

:exclamation: This is a read-only mirror of the CRAN R package repository. modelObj — A Model Object Framework for Regression Analysis

Language: R - Size: 308 KB - Last synced: about 1 year ago - Pushed: about 7 years ago - Stars: 0 - Forks: 0

ck37/rcteval_ado

Stata module to evaluate randomized controlled trials using a systematic methodology.

Language: Stata - Size: 13.7 KB - Last synced: about 1 year ago - Pushed: almost 8 years ago - Stars: 1 - Forks: 0

ck37/specialty-probation Fork of jonno312/specialty-probation

PH 252D Final Project 2016

Language: R - Size: 84 KB - Last synced: about 1 year ago - Pushed: about 8 years ago - Stars: 0 - Forks: 0

ck37/google_geocoder.py

Geocodes a text file using the Google Maps API.

Language: Python - Size: 74.2 KB - Last synced: about 1 year ago - Pushed: about 15 years ago - Stars: 3 - Forks: 0

ck37/NVRA-PDF-Generator Fork of joshsziegler/NVRA-PDF-Generator

Creates custom NVRA PDFs using Perl (PDF::Reuse) & Python.

Language: Perl - Size: 114 KB - Last synced: about 1 year ago - Pushed: over 14 years ago - Stars: 0 - Forks: 1

ck37/vip-polling-place

Determine the polling place for records listed in a text file, using Google's Voter Information Project API.

Language: Python - Size: 105 KB - Last synced: about 1 year ago - Pushed: about 11 years ago - Stars: 1 - Forks: 0

ck37/crm_report

Constituent statistics report for Blue State Digital CRM, for new media teams.

Language: PHP - Size: 109 KB - Last synced: about 1 year ago - Pushed: about 11 years ago - Stars: 0 - Forks: 0

ck37/source-generator

Codes links for use in an integrated digital campaign, for source attribution in a CRM such as BSD.

Size: 105 KB - Last synced: about 1 year ago - Pushed: about 11 years ago - Stars: 0 - Forks: 0