Monitoring, Debugging, and Interpreting Generative Models

Monitoring, Debugging, and Interpreting Generative Models

Generative models have disrupted AI with applications like text generation, image synthesis, and drug discovery. However, owing to their nature, generative models will always remain complex. They are often called black boxes because they offer minimal information on their workings. Monitoring, debugging, and interpreting generative models can help instill trust, fairness, and efficacy in their operation. This article explores various techniques …