The interivew with hiring manager involved some technical questions related to data science and machine learning, as well as a coding question. The first round of interview involved machine learning question. The other two rounds of interviews scheduled on separate days were testing primarily for algorithmnic thinking and coding skills.
Discuss your own published work.
Basic ML questions, leetcode easy-to-medium level coding questions, and questions related to your research experience.
Imagine you were hired by a hospital to analyze some of their patient reports. The diagnosis of each report consists of a list of disease IDs, while the body of the report is the symptoms and the medical history of the patient logged down by the doctor in natural language. Propose a model to describe the correlations between the set of symptoms and set of diseases extracted from the patient reports.
Explain diffusion models and explain a research paper in 5 minutes by taking a glance at it
Describe your experience with qualitative and quantitative methods.
give a non text book solution to merge sort.
website customer behavior question.
Newsvendor model, Convex Optimization algorithms, Leetcode easy
ROC curve, find best threshold on ROC curve, , define precision/recall/F1 score, how to choose between two models performing equally well, explain logistic regression, explain random forest, tell me a time when you made a mistake and had to tell your manager, tell me a time when you disagreed with a co-worker openly and what happened, tell me a time where you disagreed with your manager and what was the result, tell me a time where you went ahead and did something without consulting your manager, tell me a time when you didn't have enough time to research something but had to make a timely decision
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