Erwann Millon

CTO

San Francisco, California, United States7 yrs 2 mos experience
Most Likely To SwitchAI Enabled

Key Highlights

  • Led the development of cutting-edge AI tools for creatives.
  • Trained the world's largest open-source realtime video model.
  • Published research cited by major tech labs.
Stackforce AI infers this person is a leading expert in AI-driven creative tools and generative models.

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Skills

Core Skills

AiDeep LearningComputer VisionGenerative Ai

Other Skills

EnglishFrenchKubernetesMLOpsPythonPyTorchMachine LearningAmazon Web Services (AWS)Data ScienceArtificial Intelligence (AI)TorchNumPyDockerBashPyTorch Lightning

About

ML researcher / engineer specialized in image/video gen AI Turning cutting-edge research into powerful tools for creatives

Experience

7 yrs 2 mos
Total Experience
2 yrs 6 mos
Average Tenure
3 yrs 4 mos
Current Experience

Krea.ai

Head of Applied AI

Feb 2023Present · 3 yrs 4 mos · San Francisco Bay Area · On-site

  • led training of Krea 2 Editing model
  • designed novel 0-shot style reference system for Krea 1 and 2, allowing t2i with interpolable style conditioning from reference images. beats frontier models including Google's
  • co-led research on Krea 2 from pretraining to post-training,
  • co-led post-training on Krea 1 and flux1.krea, SOTA image models tuned for aesthetics
  • published and presented at major conferences (SIGGRAPH, ICML), cited by labs like Nvidia, Tencent, Huawei
  • trained Krea Realtime 14B, world's largest open-source realtime video model
  • built world's fastest inference for realtime t2i and image editing with LoRA swapping
  • designed fast and versatile image model finetuning pipeline allowing users to train LoRAs on custom datasets in under 2 minutes
  • built and scaled inference and infra on k8s to millions of users
AIDeep Learning

Self-employed

Machine Learning Engineer

Jan 2021Feb 2023 · 2 yrs 1 mo

  • Latent Face Editor
  • Built full Web UI for face editing
  • Implemented adversarial gradient-masked loss to perform localized edits.
  • Wrote custom backpropagation hooks in the PyTorch autograd engine
  • Color Diffusion
  • World's first diffusion model to tackle image colorization
  • UNet architecture using L channel of LAB color space as conditioning, and diffusion over AB channels
  • FashionGen
  • Built a multi-model Al pipeline (Bounding boxes w/ segmentation models -> BLIP image-to-caption -> Stable diffusion finetuning)
  • Built an interface allowing users to generate and novel outfits
  • Indexed CLIP embeddings of fashion images for text
  • and visual semantic search of fashion items
  • Multi-GPU training on AWS EC2
  • Virtual Clothes Try-On (Dreambooth)
  • Used 10-20 images of individual clothing articles to finetune Stable Diffusion allowing users to apply a real outfit onto a picture of themselves.
  • Built automated pipeline to scrape images from a product page, process them, and launch distributed training
  • Used textual-inversion and prompt engineering to optimize results
  • VQGAN-CLIP reimplementation
  • Simple implementation focused on readability and ease-of-use: 3 lines of code to generate or edit an image
  • Featured as a research project on the Huggingface transformers repo
Computer VisionGenerative AI

Careceiver

Co-Founder

Jul 2019Jul 2021 · 2 yrs · Lisbon Area, Portugal

  • Startup founded during European Innovation Academy
  • Built an MVP for a SaaS that helps caregivers care for chronically ill relatives
  • Incubated at HAG startup accelerator

Freelance

Translator (French/English) and Voice Over Artist

Apr 2019Feb 2022 · 2 yrs 10 mos

  • Led large-scale multi-month projects
  • Specialized in e-learning, clients include the Government of Canada, UNICEF, UPL
  • Experience from translation to performing to audio engineering
EnglishFrench

Education

42 Paris

Architecte Du Numerique (Accelerated Masters' Equivalent) — Computer Science

Jan 2022Apr 2023

European Innovation Academy

Startup Launchpad Program — Entrepreneurship/Entrepreneurial Studies

Jan 2019Jan 2019

Centre International de Valbonne

Jan 2014Jan 2019

freeCodeCamp

Full Stack Web Development Certification — Computer Software Engineering

Jan 2016Jan 2016

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