Jan. 18, 2022, 8:37 p.m. | Jacopo Mangiavacchi

Towards Data Science - Medium towardsdatascience.com

Experimenting wth PyTorch Lighting and Flash flexibility to create a face-to-cartoon model

https://medium.com/media/00cd7d15a61cadeb2179999c9a9f0201/href

Hugging Face Spaces demo at: https://huggingface.co/spaces/Jacopo/ToonClip

Free iOS Mobile App at: https://apps.apple.com/us/app/toonclip/id1536285338

Source code available at (WIP): https://github.com/JacopoMangiavacchi/ToonClip-ComicsHero

Introduction

GANs are super popular architecture to build image style transfer models but sometimes it takes quite a while to train them and more importantly to optimize the generator model to being able to fit and run in real time on mobile devices.

In this experimentation I focused on …

devices gans machine learning mobile pytorch lightning style transfer

Data Architect

@ University of Texas at Austin | Austin, TX

Data ETL Engineer

@ University of Texas at Austin | Austin, TX

Lead GNSS Data Scientist

@ Lurra Systems | Melbourne

Senior Machine Learning Engineer (MLOps)

@ Promaton | Remote, Europe

Data Analytics & Insight Specialist, Customer Success

@ Fortinet | Ottawa, ON, Canada

Account Director, ChatGPT Enterprise - Majors

@ OpenAI | Remote - Paris