Machine learning educator and researcher associated with fast.ai, practical deep learning courses and the fastai software library. His official profile links teaching, books, research projects and tools such as nbdev. It is useful for programmers who want to begin building working models early and then deepen their understanding of the underlying methods, with accessible routes into both applied work and technical research.