I applied online.
It was unnecessarily complicated and poorly organized. The multi-round format with a take-home coding exercise wastes a lot of time and energy. Interviewers seemed smart and enthusiastic, but immature. In the deep learning section, it felt like I was helping an undergraduate student understand the subject matter. In a different section called "Brainstorming on X", the interviewer squeezed out all the ideas I had on the subject, constantly jumping to disparate topics while displaying exactly 1 generic image for inspiration. The YouTube video is very cool, the tour is nice, and meeting the CTO was awesome! However, my interviewing process looked a lot like consulting for them for free, as for another reviewer on this site.
For deep learning, there were standard questions and some comprehension ones.
The following metrics were computed from 3 interview experiences for the Zipline Senior Perception Engineer role.
Zipline's interview process for their Senior Perception Engineer roles is extremely selective, failing the vast majority of engineers.
Candidates reported having very negative feelings for Zipline's Senior Perception Engineer interview process.