ManimML is a library of animations and visualizations for common machine learning concepts. It offers pre-built primitives for visualizing neural networks, CNNs, activation functions, dropout, and other ML topics that can be combined to create explanatory videos. Built on top of the Manim Community Library, it provides abstractions allowing users to focus on explanation rather than animation engineering.