Engineers working on embedding AI in edge devices who are just now doing their first machine learning project have high hurdles to overcome, but recent developments in the industry may offer encouragement. TinyML is a type of machine learning (ML) that allows models to run on smaller, less-powerful devices on the edge. It’s deployed in applications ranging from continuously monitoring machines for predictive maintenance purposes to smart home appliances.