This project implements a Convolutional Neural Network using Keras to recognize captcha codes from the Taiwan Railway booking website. It generates training data by mimicking captcha styles and uses data augmentation for real samples. The model achieves up to 99.39% per-character accuracy on test sets and 91.57% full-captcha accuracy against the live website.