[P] Luminide: new optimization Early Ranking achieves higher accuracy AI models

[Luminide](https://www.luminide.com/) introduces a new optimization, called Early Ranking, which makes it easier to build better AI models. Early Ranking achieves the same AI training results with up to 10x less compute – this saves time, reduces costs, and increases model accuracy.

[Luminide's IDE is a customized version of JupyterLab with integrated AI dev tools.](https://preview.redd.it/ity42pjcviu81.png?width=2876&format=png&auto=webp&s=c85a6e20676c585ab300528b5839bd73c8af5df8)

Luminide used Early Ranking to place [Top 1%](https://www.kaggle.com/competitions/plant-pathology-2021-fgvc8/leaderboard) in the CVPR Plant Pathology Kaggle competition.  You can read about how we developed our winning model, and …

accuracy ai ai models machinelearning optimization ranking