Featuredroadmap
No GPU? Pick Competitions That Still Teach You Good Habits
How to learn feature engineering, validation, and competition workflow without heavy hardware.
Beginner · Quick readRead guide
Learning center
Build the skills for your next competition
Short guides built around real competition decisions, each leading directly to a next step.
01 Choose02 Prepare03 Submit
Practical guides
Start with the question you have now
3 focused guides for choosing a competition, working with limited resources, and making your first submission.
getting started
How to Choose Your First AI Competition
A simple framework for choosing a competition that teaches instead of overwhelming you.
Beginner · Quick readRead guide
competition prep
Your First CV Baseline Checklist
A pre-flight checklist for image competitions when you only have free cloud GPU access.
Beginner · Quick readRead guide