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SQL
7 months ago
How can we calculate the average transaction value for customers who have made more than 10 purchases in the last 90 days?
Data Scientist

ByteDance

Deliveroo

Patreon

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7 months ago
ML Knowledge
8 months ago
Regarding the vanishing gradient issue, which activation function—ReLU or sigmoid—is preferable?
Data ScientistMachine Learning Engineer

ByteDance

DigitalOcean

Faire

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8 months ago
Statistics
8 months ago
What are type I and type II errors, and how do they differ in the context of hypothesis testing? In terms of severity, which error do you think is the worst?
Data Scientist

ByteDance

Scribd Logo

Scribd

DataRobot Logo

DataRobot

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8 months ago
SQL
8 months ago
How will the database store details about each track, including the title, artist, album, release date, and cover art?
Data Scientist

ByteDance

Discord Logo

Discord

DigitalOcean

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8 months ago
Statistics
8 months ago
Can you describe some of the factors that might have led to the disparity in outcomes between the two groups in an A/B test?
Data Scientist

ByteDance

Dollar Shave Club Logo

Dollar Shave Club

Rivian Logo

Rivian

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8 months ago
ML Knowledge
8 months ago
Why is DBSCAN considered a density-based clustering algorithm?
Data Scientist

ByteDance

Mozilla Logo

Mozilla

Fitbit Logo

Fitbit

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8 months ago
ML Knowledge
8 months ago
Why does SGD converge differently than gradient descent, and what advantages does this present?
Data Scientist

ByteDance

Zillow Logo

Zillow

Mimecast Logo

Mimecast

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8 months ago
ML Knowledge
8 months ago
In data science, precision and recall are considered important metrics for model evaluation. Can you explain the concept of these two metrics and discuss some factors that can affect their reliability?
Data Scientist

ByteDance

Benchling Logo

Benchling

Broadcom Logo

Broadcom

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8 months ago
Statistics
9 months ago
Could you break down the idea of regression for an executive without a statistical foundation?
Data Scientist

ByteDance

Snowflake Logo

Snowflake

Dollar Shave Club Logo

Dollar Shave Club

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9 months ago
Analytics Case
a year ago
How do you incorporate uncertainty into your predictions of a user's lifetime value?
Data Scientist

ByteDance

Mozilla Logo

Mozilla

Twilio Logo

Twilio

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a year ago

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*All interview questions are submitted by recent ByteDance Data Scientist candidates, labelled and categorized by Prepfully, and then published after being verified by Data Scientists at ByteDance.

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