This repository contains Jupyter notebooks from the Full Stack Deep Learning 2022 course labs, guiding students through building a complete deep learning application for recognizing handwritten text in paragraphs. The project uses PyTorch and PyTorch Lightning to implement CNNs and Transformers for the recognition model, Weights & Biases for experiment tracking, and deploys the model as a Docker container on AWS Lambda. The pipeline includes pre-commit hooks, GitHub Actions CI, Gradio for the frontend interface, and Gantry for model monitoring.