I applied online. The process took 5 days. I interviewed at Toptal (Karāchi) in Aug 2022
Interview
4 Rounds
1. 15 mins intro call
2. Codility problem - NumPy + pandas + string manipulation
3. Solve NLP problem in 20 minutes live + theoretical ML questions
4. Take home project - could'nt make it this stage.