Eole Cervenka

Machine Learning Engineer

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Experience

Machine Learning Engineer — lambda.ai

Jun 2022 – Oct 2024

  • Built and optimized the LLM pipeline for an AI-generated news site (news.lambda.ai)
  • Developed GenAI model benchmarks, including an inference benchmark for Stable Diffusion cited by Google Research in the Muse paper
  • Published Stable Diffusion finetuning demos on Hugging Face
  • Conducted 8 technical interviews, contributing to hiring decisions for ML engineering team growth

Machine Learning Engineer — Deep Voodoo

Jun 2022 – Dec 2023

  • Led the transition of a deepfake research pipeline into a scalable, production-ready system deployed in high-profile Hollywood projects
  • Improved the robustness and deployment speed of the pipeline by versioning and containerizing model training
  • Led R&D projects in image restoration, facial detection for non-human faces and image generation with controllable camera angle

AI Software Engineer — Boston Consulting Group

Jun 2019 – Jul 2021

  • Built end-to-end data pipelines using PySpark, Pandas
  • Productionized and deployed data applications across diverse client infrastructures, including bare-metal, GCP, AWS, and Azure
  • Built a CI/CD pipeline using JFrog to let consultants self-deploy cloud-based coding environments by submitting a Dockerfile via a frontend interface

Data Scientist (1st employee) — Prazely

Oct 2018 – Apr 2019

  • Built a content-based recommender system for an e-commerce website using a graph database backend (neo4j)

Research Scientist — Orange Telecom

May 2018 – Sep 2018

  • Benchmarked a parameter-free time series classifier against existing models

Freelance Python Developer — Stealth Analytics Startup

Jul 2016 – Sep 2017

  • Built a Twitter data analytics web app using Flask
  • Implemented unsupervised NLP techniques and graph queries to identify topics and communities of users

Education

M.S. in Mathematics and Computer Science

2017 – 2018 · Université Paris Dauphine - PSL

M.B.A.

2015 – 2016 · Bentley University

M.S. in Management

2011 – 2014 · NEOMA Business School