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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

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adam-bouafia/AI-Optimization-and-Strategy-Solutions

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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! 🌟

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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

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