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digits-recognition

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Распознавание номеров домов (SVHN) для робота-курьера: чистый PyTorch/Lightning конвейер, воспроизводимые эксперименты, Docker, CI, Streamlit-демо, модельная карточка, тесты.

  • Updated Oct 30, 2025
  • Jupyter Notebook

A complete, straightforward digit classification project built with PyTorch, featuring CNN-based training, evaluation metrics, confusion matrix visualization, and XAI using Grad-CAM.

  • Updated Oct 9, 2025
  • Jupyter Notebook

This document explores the use of Principal Component Analysis (PCA) in a machine learning context, specifically for image classification using a dataset of numerical representations of digits. The dataset is loaded using sci-kit-learn's load_digits function, and initial exploration is conducted to understand its structure.

  • Updated Dec 6, 2023
  • Jupyter Notebook

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