Tell me about network you used. Why did you choose them ?
Applied Scientist Interview Questions
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How would design a system for xxx (e.g. ASR, dialogue, object recognition) from scratch ?
The first interviewer spend maximum time on random forest algorithm and went into great detail. from bagging and boosting to gradient boosting techniques. He also spent quite some time with multiple linear regression problems. In the end there was one algorithm question. The second interviewer asked about classification for imbalanced data sets and response rate of models. In the end there were few SQL questions. Both interviewers were super helpful and walked through their questions. From my experience i think they really want the candidate to succeed.
remove string duplicate
What is the Bert algorithm's advantage?
Implement a dice loss and multi class dice loss, implement a graph algorithm, some theoritical ML questions.
ML questions cover topics such as data imbalance, collinearity, feature selection, linear regression, logistic regression, L1/L2 norm regularization; ML application question -- how would you design a recommendation system that recommend books to users;
Explain your research, and how can you build up rec systems for Amazon drivers.
Describe a random forest model
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