Hey! I’m Spawek, and my friends and I organized LAN parties for 16 years. These parties include gaming, board games, and intense discussions. Dota 2 is our main game, but team selection was always a challenge due to skill differences. We automated team selection by using Elo ratings to balance teams. We coded during the LAN party and optimized the model through backpropagation. To prevent overfitting, we made historic results probabilistic. The new system accurately predicts victory chances, even with uneven teams. Our first lineup is set for the upcoming LAN party. Stay tuned for more updates!
https://blog.spawek.com/SpawELO