Devs often rely on local environments — i.e. their laptops — to write, build and test code before shipping it to a cloud service to integrate and deploy it. There’s nothing wrong with that approach.

With the emergence of huge amounts of heterogeneous multi-modal data, including images, videos, texts/languages, audios, and multi-sensor data, deep learning-based methods have shown promising ...