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digit-classification

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A Django-based web platform that hosts multiple image classification models under one unified interface. Upload an image and get the predicted result instantly.

  • Updated Aug 5, 2025
  • Python

This project implements a CNN for handwritten digit classification on the MNIST dataset using PyTorch. It uses stacked convolutional layers with dropout, batch normalization, and max pooling to classify 28×28 grayscale digits (0–9) with Softmax output.

  • Updated Oct 13, 2025
  • Python

This project implements probabilistic machine learning methods, including Bayesian classification, Gaussian discriminant models, and dropout in neural networks. It explores softmax regression, log-likelihood optimization, and performance evaluation using accuracy, ROC curves, and confusion matrices.

  • Updated Mar 5, 2025
  • Python

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