Won 2nd place among 120 students in the CSE 472 Machine Learning Lab competition at BUET, developing a custom CNN architecture for Bangla digits recognition implemented from scratch using only NumPy and OpenCV. Achieved 95.9% test accuracy on the NumtaDB benchmark by implementing every convolution, pooling, activation, and optimization step manually.
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