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1. Phishing-Attack-Detection-using-Machine-Learning Phishing-Attack-Detection-using-Machine-Learning Public

   Advancing Cybersecurity with AI: This project fortifies phishing defense using cutting-edge models, trained on a diverse dataset of 737,000 URLs. It was the final project for the AI for Cybersecuri…

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2. Credit-Card-Fraud-Detection Credit-Card-Fraud-Detection Public

   Focused on advancing credit card fraud detection, this project employs machine learning algorithms, including neural networks and decision trees, to enhance fraud prevention in the banking sector. …

   Jupyter Notebook 3

3. Dynamic-DNS-Traffic-Analysis-for-Data-Exfiltration-Detection-with-Kafka Dynamic-DNS-Traffic-Analysis-for-Data-Exfiltration-Detection-with-Kafka Public

   Crafting static and dynamic models for data exfiltration detection via DNS traffic analysis. Static model trained on batch data, while dynamic model simulates a continuous stream. Rigorous analysis…

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4. Single-Object-Tracking-with-Yolov8 Single-Object-Tracking-with-Yolov8 Public

   In computer vision, this project meticulously constructs a dataset for precise 'Shoe' tracking using YOLOv8 models. Emphasizing detailed data organization, advanced training, and nuanced evaluation…

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5. User-Forest-Cover-Type-Prediction User-Forest-Cover-Type-Prediction Public

   Predicting Colorado forest cover types using diverse ML models for classification. Baseline creation, feature selection, comparison, and tuning optimize accuracy in this University of Ottawa Master…

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6. Enhancing-Gutenberg-Book-Classification-using-Advanced-NLP-Techniques Enhancing-Gutenberg-Book-Classification-using-Advanced-NLP-Techniques Public

   The project aimed to classify Gutenberg texts accurately. Employing advanced NLP methodologies, it covered collection, preprocessing, feature engineering, and model evaluation for literary work cla…

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