CellProfiler is a free open-source software for high-throughput image-based cell profiling using fluorescence microscopy. It is designed to enable biologists without training in computer vision or programming to quantitatively measure phenotypes from thousands of images automatically. CellProfiler Analyst is free open-source software for exploring and analyzing large, high-dimensional image-derived data. It includes machine learning tools for identifying complex and subtle phenotypes. Registration not required.