Spotify Data Scientist interview questions.

Our question bank has 10000+ interview questions and growing, 165 of which are for Spotify Data Scientist interviews.

ML System Design
What would be your approach for creating a podcast search engine that enables users to find specific topics within transcripts of various shows?
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Statistics
Can you demystify Markov Chains for a general audience?
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ML CaseML Knowledge
Could you walk me through the process of training a machine learning model and then deploying it?
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ML CaseProduct Case
How would you design a recommendation system that tracks a user's music listening behavior and uses that data to suggest new songs or artists that they might enjoy? What features or characteristics would you use to model the user's listening history and how would you incorporate those into your recommendation algorithm?
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Behavioral
Describe a time when your performance exceeded expectations
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ML CaseML Knowledge
Can you detail your experience in the field of NLP and the creation of recommender systems?
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ML CaseML KnowledgeProduct Case
Let's say you have access to all data from IMDB. How would you create a model to predict a movie's IMDB score?
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Statistics
Generate a fair coin from a biased one.
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Data Visualization
Can you identify the crucial attributes of a data visualization that make it outstanding?
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ML Knowledge
What distinguishes the convergence of stochastic gradient descent from that of gradient descent?
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