Beholder is a TensorBoard plugin for visualizing arbitrary tensors during neural network training. It renders network parameters, gradients, convolutional layer activations, and other arrays as video frames directly within TensorBoard. The plugin integrates with the TensorFlow ecosystem and has been merged into the official TensorBoard project.