https://github.com/adam-bouafia/ai-optimization-and-strategy-solutions

A collection of AI projects from Univaq's AI course, showcasing heuristic algorithms and Q-Learning for intelligent decision-making. Explore strategic game solutions and culinary recommendation systems. #AI #MachineLearning #Heuristic #QLearning
https://github.com/adam-bouafia/ai-optimization-and-strategy-solutions

Last synced: 4 months ago
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A collection of AI projects from Univaq's AI course, showcasing heuristic algorithms and Q-Learning for intelligent decision-making. Explore strategic game solutions and culinary recommendation systems. #AI #MachineLearning #Heuristic #QLearning

• Host: GitHub
• URL: https://github.com/adam-bouafia/ai-optimization-and-strategy-solutions
• Owner: adam-bouafia
• License: gpl-3.0
• Created: 2024-02-15T16:18:40.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2024-02-15T16:33:00.000Z (over 1 year ago)
• Last Synced: 2025-01-10T21:21:40.519Z (5 months ago)
• Language: Python
• Homepage:
• Size: 10.4 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# AI Heuristics and Q-learning, Alpha-Beta pruning Learning Projects

🚀 **Exploring Advanced AI Techniques through Practical Implementations**

Welcome to my collection of AI projects, where heuristic methods and Q-learning come to life. Dive into the fascinating world of artificial intelligence as we tackle complex problems with innovative solutions.

## Projects Overview

- **Donuts Finder**: A quest for the optimal path 🍩

  - Utilizing heuristic search strategies to efficiently locate donuts in a simulated environment.

  

- **Hex Game Solver**: Mastering board strategies 🎲

  - Applying Minimax algorithms and Q-learning to conquer the Hex board game.

  

- **Hex Game Solver v2.0**: Mastering board strategies 🎲

  - Enhancing Alpha-Beta pruning with dynamic evaluation techniques for deeper strategic analysis in game scenarios. 🚀

  

- **MyChef**: Your AI Culinary Assistant 🍳

  -  A Q-Learning Project with written exam to learn more about strategic decision-making.

## Technologies & Techniques

- **Heuristic Search**: Dive deep into heuristic algorithms for problem-solving.

- **Q-Learning**: Explore reinforcement learning for strategic decision-making.

  

- **Python & Jupyter Notebooks**: All projects are implemented in Python and showcased through Jupyter Notebooks for an interactive experience.

## Get Involved

👩‍💻 Feel free to explore the code, run the notebooks, and contribute to the projects. Your insights and improvements are highly welcomed!

## Contact & Support

For questions, suggestions, or collaborations, please reach out. Let's push the boundaries of what AI can achieve together!

Happy exploring! 🌟