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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

awesome icon awesome

:sunglasses: Curated list of awesome lists

awesome-automl-papers icon awesome-automl-papers

A curated list of automated machine learning papers, articles, tutorials, slides and projects

awesome-r-organizations icon awesome-r-organizations

A community curated list of awesome companies/organizations that contribute open source R software/packages

cvauc icon cvauc

Computationally efficient confidence intervals for cross-validated AUC estimates in R

dalex icon dalex

Descriptive mAchine Learning EXplanations

h2o icon h2o

h2o = fast statistical, machine learning & math runtime for bigdata

ledell.github.io icon ledell.github.io

A simple Jekyll theme for showcasing your work, emphasis on whitespace, transparency, and helvetica.

lowrank-automl icon lowrank-automl

A framework for automated machine learning based on low rank structure of error across datasets.

meetup-presentations_budapest icon meetup-presentations_budapest

R-Ladies Budapest - This is the collection of code, presentations and additional materials created by the Budapest R-Ladies community

metrics icon metrics

Machine learning evaluation metrics, implemented in Python, R, Haskell, and MATLAB / Octave

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