OpenAI's Microscope To Understand Neurons In Machine Learning Models

OpenAI has recently launched Microscope in order to help researchers understand the architecture and behaviour of neural networks in a better way. According to the company, Microscope is a library of neuron visualisations starting with nine popular or heavily neural networks -- a vast collection encompasses millions of images. As the name suggests and similar to its usage, in a laboratory, Microscope has been designed to help AI researchers better understand the complex structure of neural networks with tens of thousands of neurons. In the OpenAI Microscope website, it has been stated that the "OpenAI Microscope is a collection of visualisations of every significant layer and neuron of several common "model organisms" which are often studied in interpretability. Microscope makes it easier to analyse the features that form inside these neural networks, and we hope it will help the research community as we move towards understanding these complicated systems."