TPOT, or Tree-based Pipeline Optimization Tool, is an open-source Python library designed for automating machine learning processes. It utilizes genetic programming to discover and optimize machine learning pipelines, thus helping data scientists to efficiently build models without manual intervention, making the task faster and more accessible.