olivierbinette Goto Github PK

followers: 72.0 following: 219.0 repos: 113.0 gists: 8.0

Name: Olivier Binette

Type: User

Company: Duke University

Bio: Statistics PhD Candidate at Duke University

Location: Durham, NC

Blog: https://olivierbinette.github.io/

Hi 👋, I'm Olivier

I'm a PhD statistician, data scientist, and engineering enthusiast.

🤓 Some stats

🧑‍💻 Some of the software I've worked on

ER-Evaluation (Python package on PyPI): Toolkit for the (statistical) evaluation of entity resolution, record linkage, and micro-clustering models.
StreamlitSurvey (Python package on PyPI): Streamlit apps can be a bit tricky to get right. Especially if you want multi-pages forms/surveys that keep track of progress and that can be restored from a saved state. This Streamlit component makes it easy to incorporate more complex forms on in your apps.
StringCompare (Python/C++ package): Most implementations of the Levenshtein distance are pretty bad. Here's how the basic algorithm can be implemented with minimal time and memory complexity.
CSVMeta (Python package on PyPI): You know how excel has been repeatedly blamed for high-profile disasters? Well, CSV files are part of the problem. If you're going to use CSV files, you need to specify your CSV dialect in a metadata file. This package reads/write CSV files with attached dialect information.
assert (R package on CRAN): Informative assertions in 16 lines of code with some R introspection magic (no dependencies!)
cache (R package on CRAN): On-disk caching for data science workflows in 15 lines of code (no dependencies!)
dgaFast/dga (R package on CRAN): I needed the dga R package (that I know maintain) to go fast. I re-implemented bottlenecks in C++ and did some linear algebra magic for a 100x speedup.
Fractals (Javascript App): More than 10 years ago, I deep dived into browser multithreading to create a Javascript Mendelbrot set visualization app.
Welcome to the Moon App (Javascript App): I love board games! I created this app as a companion to the wonderful Welcome to the Moon board game.
FingermatchR (R & C package): Ever needed an R wrapper to fingerprint matching C libraries? No? Well, a Duke postdoc did and sweet-talked me into building this... It may not be the most useful thing, but it was interesting!

🧰 Some tools I use

Olivier Binette's Projects

al-folio

A beautiful, simple, clean, and responsive Jekyll theme for academics

assert

Lightweight validation tool for checking function arguments and data analysis scripts.

awesome-llms-evaluation-papers

The papers are organized according to our survey: Evaluating Large Language Models: A Comprehensive Survey.

awesome-official-statistics-software

An awesome list of statistical software for creating and accessing official statistics

bayesclassifier

MCMC simulation algorithm for bayesian binary classification. Code associated to a blog post.

bayesianrecordlinkage.jl

Perform Bayesian record linkage with a one-to-one matching assumption.

A C++ library for Bayesian modeling, mainly through Markov chain Monte Carlo, but with a few other methods supported. BOOM = "Bayesian Object Oriented Modeling". It is also the sound your computer makes when it crashes.

brl

c-stringcompare

C++ library for efficient string similarity computation and approximate string matching. Backend to the stringcompare Python package.

cache

Easily cache and retrieve computation results in R

case-study-1

cenzus

Multiple Systems Estimation

cheatsheets

RStudio Cheat Sheets

cielographie

clevr

Clustering and Link Prediction Evaluation in R

compsci590s21.github.io

Blog for COMPSCI 590 - Spring 2021 - Applied Cryptography

cora

Cora data set for Entity Resolution

cs-video-courses

List of Computer Science courses with video lectures.

csv-search

Quickly setup elasticsearch and a web search UI for arbitrary csv tables.

csvmeta

Lightweight csv read/write, keeping track of csv dialect and other metadata.

cve-2021-4034

Proof of concept for pwnkit vulnerability

datascience-box

Data Science Course in a Box

daweedkob

deduplicate-text-datasets

deep-learning-r-examples

deepchecks

Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.