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Suggestions on building an AI?

Discussion in 'Programming' started by YTAIGamer, Oct 3, 2022.

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  1. #1
    I'm an experienced programmer, but new to AI. I'm trying to learn ML techniques by building a bot to play a video game. I'm documenting my process as I go.

    The game I'm focusing on 1st is TFT (TeamFightTactics) which is in the AutoBattler genre - Essentially, you try to build the strongest army, but there are millions of choices & pros/cons to each.
    My current plan is to use a NeuralNetwork (TensorFlow) to learn the complexities of which armies are strong/weak against each other. I'm planning to hard-code the obvious rules/strategies to the game to make it easier on the NN.
    One of my big fears is the difficulty in gathering a large dataset of training data, so any advice on workarounds for that would be great. I'm thinking maybe split the game up into different types of decisions & use a different ML technique specifically targeted for each one. Hopefully that creates smaller NNs that can learn patterns easier with less data.

    Any advice on topics I should research?

    Thanks!


     
    YTAIGamer, Oct 3, 2022 IP
  2. Artisan

    Artisan Well-Known Member

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    #2
    Make two bots (with the initial random actions) to play
    one against the other, and to learn during the play.
     
    Artisan, Oct 4, 2022 IP
  3. YTAIGamer

    YTAIGamer Peon

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    #3
    That's a good suggestion. Thanks!
     
    YTAIGamer, Oct 4, 2022 IP