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Hi there 👋

I currently serve as the CEO of DataScientific, Inc., an AI Advisory and Consulting firm specializing in the development and implementation of cutting-edge AI solutions. Previously, I was the Chief Machine Learning Scientist at H2O.ai, a leading AI company known for producing H2O, an open source, distributed machine learning platform, along with Driverless AI, h2oGPT, LLMStudio, and a range of other Enterprise AI systems. My tenure at H2O.ai was marked by the creation and leadership of the development team for the H2O AutoML algorithm, where I also spearheaded efforts in explainable/interpretable AI, algorithmic fairness and AI benchmarking and measurement.

Additionally, I am the founder of WiMLDS (Women in Machine Learning and Data Science) and a co-founder of R-Ladies Global, both organizations aimed at promoting diversity and inclusion in the AI field. I also collaborate with the OpenML organization to develop open source benchmarking tools for machine learning.

Selected open source software contributions 📦

Author or co-author:

  • H2O: Scalable Machine Learning & AutoML Platform
  • H2O AutoML Wave App: Wave App (web GUI) for H2O AutoML (Python)
  • h2o4gpu: R interface for H2O4GPU, machine learning on GPUs
  • rsparkling: R interface for H2O Sparkling Water, machine learning on Spark
  • OpenML AutoML Benchmark: Benchmarking Framework for AutoML tools (Python)
  • cvAUC: Computationally efficient confidence intervals for CV AUC estimates in R
  • subsemble: R package for ensemble learning on subsets of data
  • SuperLearner: R package for Super Learning (Stacked Ensembles)
  • meetupr: R interface to the meetup.com API
  • rHeathDataGov: R interface to the HealthData.gov Data API

Selected keynote presentations 👩🏻‍🏫

Erin LeDell's Projects

rcdi-wg icon rcdi-wg

R Community Diversity and Inclusion Working Group (RCDI-WG)

sldm4-h2o icon sldm4-h2o

Statistical Learning & Data Mining IV - H2O Presenation & Tutorial

stacknet icon stacknet

StackNet is a computational, scalable and analytical Meta modelling framework

subsemble icon subsemble

subsemble R package for ensemble learning on subsets of data

survey icon survey

An (in-progress) AutoML survey focusing on practical systems.

tpot icon tpot

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

yardstick icon yardstick

Tidy methods for measuring model performance

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