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1. Brain-Tumor-Segmentation-using-UNet Brain-Tumor-Segmentation-using-UNet Public

   Advanced brain tumor segmentation using pre-trained U-Net with ResNet34 encoder. Achieves 78% Dice score and 64% IoU on MRI images. Includes comprehensive fixes addressing common segmentation pitfa…

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2. YOLO-Vision-Mini-Projects YOLO-Vision-Mini-Projects Public

   Hands-on YOLOv8 computer vision mini-projects in Python: single-image detection, live webcam inference, multi-object video detection, bottle counting by tracking IDs, people trajectory tracing, and…

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3. Leaf-Disease-Detection-via-Faster-RCNN Leaf-Disease-Detection-via-Faster-RCNN Public

   A complete deep learning implementation for detecting and localizing leaf diseases using Faster R-CNN with ResNet50 + FPN backbone. This project demonstrates the end-to-end pipeline for object dete…

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4. Real-Time-Motion-Detection-System Real-Time-Motion-Detection-System Public

   A Python-based security system using OpenCV for real-time motion detection. It employs frame differencing and contour analysis to detect intruders, visualize movements with bounding boxes, and auto…

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5. Pneumonia-Detection-via-MobileNetV2 Pneumonia-Detection-via-MobileNetV2 Public

   Automated pneumonia detection from chest X-ray images using MobileNetV2 with transfer learning and structured fine-tuning. The system incorporates ROC-AUC analysis, decision threshold optimization,…

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6. MarketBasketOptimisation_Apriori MarketBasketOptimisation_Apriori Public

   Market Basket Analysis using Apriori algorithm to uncover hidden purchasing patterns. Leverages Python, Pandas, and MLxtend to generate association rules based on Support, Confidence, and Lift metr…

   Jupyter Notebook