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NumPy · pandas · dataset handling & metrics projects

Final-year project topics built with NumPy · pandas · dataset handling & metrics — working builds, abstracts and honest quotation pricing.

Close-up of a fabric swatch with a flagged weft slub defect, alongside a detection results table and a defect class distribution pie chart for the Fabric Defect Detection using CNN project.
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Fabric Defect Detection using CNN

This project builds a CNN classifier that detects weaving defects in textile images for automated quality checks. Trained on...

Python 3.10 · TensorFlow/Keras · CNN training & inference NumPy · pandas · dataset handling & metrics Matplotlib · Seaborn · training curves & confusion matrix
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PCB board photograph with YOLO defect detection results and an inspection report table showing board IDs, defect classes and pass/fail status for the PCB Defect Detection using YOLO project.
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PCB Defect Detection using YOLO

This project builds a YOLOv8 object detector that localizes soldering and component defects — opens, shorts, mousebites, spur...

NumPy · pandas · dataset handling & metrics Python 3.10 · Ultralytics YOLOv8 · detection training PyTorch · training backend under Ultralytics
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Illustration of railway tracks next to a CNN fault-inspection report panel showing detection metrics, a bar chart of defect counts, and sample fault classifications with confidence scores.
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Railway Track Fault Detection using CNN

This project builds a CNN-based visual inspector that flags visible surface faults in railway track photographs. Trained on t...

Python 3.10 · TensorFlow/Keras · CNN training & inference OpenCV · image loading · resizing · contrast enhancement NumPy · pandas · dataset handling & metrics
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