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SparkdroidWasTaken/README.md

Geometric Deep Learning & Topological AI Research

Computer Science & Mathematics Student @ University of Manchester | Research Interests: Geometric Deep Learning, Topological Data Analysis, Manifold Learning, and Deep Reinforcement Learning

Research & Projects

🔬 Geometric Regularization in Deep Q-Networks - JavaScript/Python
    Investigating Geometric Regularization and Topological Analysis in Deep Reinforcement Learning

🧠 Neural Networks from Scratch - Python/NumPy
    3-layer network (784-1024-10) achieving 95% on MNIST with manual backprop

📈 Custom Linear Regression - Python
    Gradient descent with momentum matching scikit-learn performance

Technical Stack

Python JavaScript Processing NumPy PyTorch

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