What would you do if you have unlimited resources at the company?
Staff Data Scientist Interview Questions
118 staff data scientist interview questions shared by candidates
presentation of a Kaggel problem
Interpret ROC plots and confusion matrices, would you put this model into production based on what you're seeing in the confusion matrix and ROC plots? Why? Why not?
Interview 1 - Rotate array in such a way that sum of index*value is max - In a connected graph, randomly clicked any button with prob p, then nearby switches state changes. What is the expected no of switches open. Interview 2 - Two fair dice with 4 faces, you win if blue > black , end if blue = black and return is max (blue-black, 0). What is the expected win amount, build some recursive solution with E = prob3*(amount + E) + prob2*(amount + E) + … . solve it via coding simulation as well. (n no of loops each can have infinite no of trials) - 2sum based, with d as the difference between the two, but avoid repetitions and count (a,b) , (b,a) as one. Interview 3 - Hotel cancellation SD, with immediate profit improvement , - [1,0,0,0,1,1,0] → no of continuous subsets 4, if by prob p. with which we can get 1, what is the expected no of subsets. Sum from 1 to n P(x)*x or use recursive formula E(n,p) = prob getting same in boundary * E(n-1,p) + prob getting diff in boundary * (E(n-1,p) + 1)
about me, salary expectations, and whether I am willing to relocate or not etc.
What is k means
many ML and statistical questions
Questions about random forest, overfitting, and only one medium Python coding solution question. The questions were mostly about classic machine learning theory so review your concepts before doing the test.
Home assignment - predict demand of drives in Tallinn based on mock data.
Resume walkthrough, simple ML questions.
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