Competitions

ML under leaderboard pressure.

Selected competition results across applied AI, legal NLP, and data challenges.

1st best result
1st

Applied AI Challenge "GeoTech"

Applied machine learning competition with practical ranking pressure and fast validation loops.

4th

World AI & Data Challenge, Russia

Final tour result in a national AI and data science competition.

7th

X-MASS HACK

Interpretable text classification for legal contract documents.

12th

World AI & Data Challenge, Russia

First tour result focused on applied AI problem solving.

Competition habits that transfer to real projects

Clean validation Error analysis Fast baselines Feature discipline Model blending Reproducible runs