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Canvas Device Inference System Browser-based data collection system capturing image differences across devices for ML-based identification
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CNN Image Classifier (CIFAR-10) Built in PyTorch with adversarial training and performance evaluation
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Risk-Based Authentication Model Random Forest model to detect suspicious login attempts using device and network features
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DDoS Drone Defense Tested containerized vs. non-containerized drone OS under load for defense purposes (Repository private)
Languages: Python, JavaScript, R, C#, C, C++, Java
ML/AI: PyTorch, scikit-learn, NumPy, Pandas
Web: React, Flask, HTML/CSS
Tools: Git, Docker, Firebase

