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ML Knowledge

a year ago

In the realm of machine learning, what exactly is the bias-variance tradeoff, and can you describe an instance where you have seen this tradeoff manifest in a model's performance?

Machine Learning Engineer

SurveyMonkey

Bloomberg

Pluralsight

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a year ago

ML Knowledge

a year ago

Can you explain how you tackle data skew in model performance evaluations and the metrics that are useful in such situations?

Machine Learning EngineerData Scientist

SurveyMonkey

Red Hat

Affirm

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a year ago

ML KnowledgeStatistics

a year ago

In what way do you understand the principles of Naive Bayes and determine the classification threshold?

Machine Learning Engineer

SurveyMonkey

Criteo

Coinbase

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a year ago

System Design

a year ago

Design a system for real-time processing of video streams for object detection.

Machine Learning Engineer

SurveyMonkey

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a year ago

ML Knowledge

a year ago

In what circumstances would you apply Ridge or Lasso regression, and how would you determine which to use?

Machine Learning Engineer

SurveyMonkey

Duolingo

Wish

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a year ago

Statistics

2 years ago

Would you mind explaining how to distinguish between variance and bias in a model's errors?

Machine Learning Engineer

SurveyMonkey

Affirm

BetterUp

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2 years ago

ML Knowledge

2 years ago

If you were tasked with optimizing hyperparameters for a machine learning model, what method would you use and why? Can you explain the differences between grid search CV and random search CV?

Machine Learning Engineer

SurveyMonkey

Twitter

Rubrik

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2 years ago

ML Case

2 years ago

Can you outline the process of creating a model dedicated to the efficient detection of objects in frames?

Machine Learning Engineer

SurveyMonkey

Wayfair

NetEase

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2 years ago

ML Knowledge

2 years ago

What is bootstrapping? Is it good to apply bootstrapping on samples to increase your sample size?

Machine Learning EngineerData Scientist

SurveyMonkey

Rovio

Snap

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2 years ago

System Design

2 years ago

Build a risk assessment system for SurveyMonkey.

Machine Learning EngineerTechnical Program ManagerEngineering ManagerSite Reliability Engineering Manager

SurveyMonkey

Palantir Technologies

Wix.com

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2 years ago

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^*All interview questions are submitted by recent SurveyMonkey Machine Learning Engineer candidates, labelled and categorized by Prepfully, and then published after being verified by Machine Learning Engineers at SurveyMonkey.

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