TorchLens: A Python package for extracting and visualizing hidden activations of PyTorch models.

ABSTRACT: Deep neural network models (DNNs) are essential to modern AI and provide powerful models of information processing in biological neural networks. Researchers in both neuroscience and engineering are pursuing a better understanding of the internal representations and operations that undergird the successes and failures of DNNs. Neuroscientists additionally evaluate DNNs as models of brain computation by comparing their internal representations to those found in brains. It is therefore essential to have a method to easily and exhaustively extract and characterize the results of the internal operations of any DNN. Many models are implemented in PyTorch, the leading framework for building DNN models. Here we introduce TorchLens , a new open-source Python package for extracting and chara

SUBMITTER: Taylor J 

PROVIDER: S-EPMC10055035 | biostudies-literature | 2023 Mar

REPOSITORIES: biostudies-literature