This repository applies deep learning and natural language processing to analyze a massive corpus of leaked clear-text passwords. It uses TensorFlow to train generative models that learn password patterns and evolution over time, such as how users modify passwords with substitutions like hello123 to h@llo123. The project processes billions of credential entries and uses character-level sequence models typical of NLP tasks.