what are the differences between cross-entropy loss and contrastive loss?
Applied Scientist Interview Questions
1,167 applied scientist interview questions shared by candidates
1. Explain Word2Vec in detail? 2. Explain Transformers 3. Leetcode Easy (Arrays)
Implement gradient descent from scratch
They asked the my research and asked to solve a clustering problem.
How would you build a page ranking system, etc
The hiring manager and the recruiter basically ghosted me, so no questions were asked.
First interview about big data and OLS
Real project about zalando, ML/AI
Tell me about yourself and relevant projects for this role
One 90 minutes technical screening with questions on statistics, applied deep learning, machine learning theory and a easy coding question on TF-IDF Got opportunity to do onsite interview. 5 rounds total Round 1: ML depth, the interviewer simply took the problem he worked on in zalando, forecasting and marketing intelligence. I.e. modelling the bidding of Google keywords during search for placing their ads to users. I had no experience with reinforcement learning, he expected multi arm bandit solution. Round2: Research chat with Director of Casual inference team. This was chat with director of different team to see scientific thinking. Overall went well imo. Round3: Coding round, had a dynamic programming / recursion question where i had to break strings in given set into smaller strings based on reference set. Eg: if reference set has {pan, cake} then break pancake in main set to {pancake : [pan, cake]} Was able to code the solution and interviewer was quite happy with solution. Round 4: Hiring manager round, it had mostly behavioural questions judging team skills in techincal scenarios. Also questions on how do I structure, test and review my code. Round 5: HR round, non technical behavioural round. Went well. Overall feedback: Coding excellent, ML stat ok however this is senior position and needs more experience. Very diplomatic feedback from the process that i don't appreciate.
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