We analyze the type of learned optimization that occurs when a learned model (such as a neural network) is itself an optimizer - a situation we refer to as mesa-optimization, a neologism we introduce in this paper. We believe that the possibility of mesa-... (more…)

This is a presentation aimed toward an audience of people with roles where they might be making decisions about using machine learning but who do not have th... (more…)

Your browser isn’t supported anymore. Update it to get the best YouTube experience and our latest features. Learn more... (more…)

Machine-Learning-Links-And-Lessons-Learned - List of all the lessons learned, best practices, and links from my time studying machine learning (WIP)... (more…)

Instead of asking “How do we get 100% accuracy?”, the right question is “How do we maximize ROI?”... (more…)