Building a Language and Compiler for Machine Learning
As someone who works in merging differential equations and machine learning, I have found this kind of work essential for what I do. Pervasive AD that allows merging neural networks and diffeq solvers is allowing us to explore all of kinds of new models and new problems. Sure it doesn&#x27;t impact vanilla machine learning all that much (though Zygote.jl does allow for a lot of optimizations that wouldn&#x27;t be possible with tracing-based AD), but it definitely opens up a new wave of AI possibilities.