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DotA2DraftAssistant

Uses match history and global winrate data from the OpenDota API to generate a model that predicts your winrate on any hero, given a current draft.

The model takes into account:

  • The average winrate for the hero on the most recent version of the game. This value can be weighted by λ. If you have a lot of matches, the model performs better with lower λ values.
  • The heroes on your team
  • How you perform as any given hero WITH the heroes on YOUR team
  • The heroes on the enemy team
  • How you perform as any given hero AGAINST the heroes on the ENEMY team

This is intended to be used during captains mode, and an assisting program (poll_screen.py) is available that runs the model while reading the heroes from the game using Computer Vision.

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