The Sage Challenge Portal represents a cutting-edge platform leveraging the concept of crowd-sourced challenge-based benchmarking to transform biological and biomedical big data into actionable insights.

DREAM, standing for Dialogue on Reverse Engineering Assessment and Methods, is a pioneering volunteer organization that harnesses the power of crowd-sourced challenges to drive the development and unbiased evaluation of informatic algorithms in biomedicine.

OpenChallenges (OC) emerges as a revolutionary platform aimed at transforming the biomedical challenge landscape by serving as a centralized hub for all biomedical challenges and more. OpenChallenges embodies the spirit of innovation, objective evaluation, and collaboration, addressing the ecosystem’s bottlenecks by centralizing access to challenges and facilitating the discovery and dissemination process for both participants and organizers.

Kaggle is a dynamic and comprehensive platform for data scientists, ML engineers, and enthusiasts across the globe, boasting a diverse community of over 17 million users from more than 190 countries. It serves as an extensive resource for machine learning and data science projects, providing access to over 311K datasets, 1,032K notebooks, and 2,700 models, alongside a wide array of competitions co-hosted by top-tier research organizations and companies.