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LEANINGLOG.md

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SnakeAI Learning Log

Traditional AI

  • Version 1

    snake-traditional-1

    Name Description
    Condition - Finding food directions (Random if more than one )
    Board size limitation unlimited

  • Version 2

    snake-traditional-2

    Name Description
    Condition - Same as Version1
    - Removing non-moveable direction for direction set
    (both food and non-food direction set)
    - Calculating game over for a next turn
    then remove it from the direction set
    Board size limitation unlimited

Machine Learning

  • ML1

    snake-traditional-1

    Name Description
    Action Up, Down, Left, Right
    State - Food position
    - Head position
    Config - Default
    Limitation -

  • ML2

    snake-traditional-1

    Name Description
    Action Up, Down, Left, Right
    State - 2x Food position
    - 2x Head position
    - 100x All of block type (Zero, Positive and Negative)
    Config - Default
    Limitation 10x10 board size only

  • ML3

    snake-traditional-1

    Name Description
    Action Up, Down, Left, Right
    State - 2x Food position
    - 2x Head position
    - 100x All of block type (Zero, Positive and Negative)
    Config - Default
    - batch_size: 128
    - buffer_size: 2048
    - hidden_units: 256
    Limitation 10x10 board size only

  • ML4

    snake-traditional-1

    Name Description
    Action Up, Down, Left, Right
    State - 2x Food position
    - 2x Head position
    - 100x All of block type (Zero, Positive and Negative)
    - 1x Number of tails
    Config - Default
    - batch_size: 128
    - buffer_size: 2048
    - hidden_units: 256
    - beta: 1.0e-4
    Limitation 10x10 board size only

  • ML5

    snake-traditional-1

    Name Description
    Action Up, Down, Left, Right
    State - 2x Food position
    - 2x Head position
    - 100x All of block type (Zero, Positive and Negative)
    - 1x Number of tails
    Config - Default
    - batch_size: 128
    - buffer_size: 2048
    - hidden_units: 256
    Limitation 10x10 board size only

  • ML6

    snake-traditional-1

    Name Description
    Action Up, Down, Left, Right
    State - 2x Food position
    - 2x Head position
    - 100x All of block type (Positive and Negative)
    - 1x Number of tails
    - 4x Food Direction Set
    - 4x Non-Food Direction Set
    Config - Default
    - batch_size: 128
    - buffer_size: 2048
    - hidden_units: 256
    Limitation 10x10 board size only