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SUTD 50.021 Artificial Intelligence Project - Wordle Solver using Reinforcement Learning

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Samthesimpsons/Project-Reinforcement-Learning-Wordle-Solver

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Artificial-Intelligence-Project

50.021 Artificial Intelligence Project - Wordle Solver using Reinforcement Learning

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Project Title: Wordle AI Solver

Description:

Playing Wordle from https://www.nytimes.com/games/wordle/index.html on hard mode

Proposed Models under */models

  1. Wordle Basic RL (15k words)
  2. Wordle Hierarchical Clustering based on Levenshtein distance RL (15k words)
  3. Wordle Hierarchical Clustering based on Levenshtein distance RL (2k words)
  4. Search Algorithm (15k words)
  5. Search Algorithm (2k words)

Evaluate between all models, under analysis.ipynb. Results saved to */evaluation_results and */grid_search_results

Proposed GUI:

  • Daily Wordle Solver GUI using PyGame under wordle_solver_pygame.py
  • Model Performance GUI using Kivy under wordle_performance_kivy.py

Tools used:

  1. Python, env under requirements.txt.

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