October 10, 2025
Keep Confidential Data Private in AI Benchmark
Keep Confidential Data Private in AI Benchmark
Home
Your next data challenge
is just a few steps away.
At ML Challenges, we organize AI competitions and benchmarks.
Our Services
Competition
Organization of a competition, with deadline and prizes
Benchmark
Setup of a benchmark, either public or private
Full platform
Deployment of your own server of the platform Codabench
Technical set up
Implementation and set up of your challenge
Scientific accompaniement
Scientific accompaniement for the design and analysis of your challenge
Confidential data
Our protocol allow you to organize competitions and benchmarks on confidential data (medical, industrial)
Our Projects
Our Blog
Testimonials
"We have successfully set a complete dedicated platform environment with Adrien for an industrial project with highly confidential data that noticeably allowed improvements to the open-source project. I have also taken part to a workhop session lead by Ihsan about deploying competitions on Codabench.
It is a pleasure to work with their team: from designing innovative problem statements to ensuring seamless execution, they demonstrate high mastery. More precisely, they can assemble successfully all competition core components from the dataset and the baseline to the workflow of technical constraints and organizers' wishes, including configuring the competition."
Anne-Catherine Letournel
Research engineer @ LISN
"Adrien nous a appuyĂ© pour lâorganisation dâun challenge interne au groupe dans le domaine de la prĂ©vision de sĂ©ries temporelles. Son expertise de lâoutil Codabench mais aussi sa connaissance de ce type dâĂ©vĂšnement nous a Ă©tĂ© prĂ©cieuse. Le sujet Ă©tait complexe et faisait appel Ă des fonctionnalitĂ©s avancĂ©es de la plateforme. LâĂ©vĂšnement se dĂ©roulait sur une journĂ©e, avec des soumissions possibles en R et en Python, induisant des contraintes en termes de dimensionnement de la charge (de nombreuses soumissions de code en parallĂšle). Merci encore Adrien pour ton support et, ce qui ne gĂąche rien, ta bonne humeur tout au long de lâaventure, ta rĂ©activitĂ© et ta disponibilitĂ© !"
Yannig Goude
Senior Researcher @ EDF
They trusted us
