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ML Knowledge
4 years ago
How would you tackle the issue of class imbalance within a dataset?
Machine Learning Engineer

Apple

VMware

Bumble

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4 years ago
System Design
4 years ago
How would you decide whether to implement a load balancer or a reverse proxy in a given infrastructure?
Machine Learning Engineer

Apple

Mailchimp

Fitbit

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4 years ago
ML Knowledge
4 years ago
Do you understand how cross-validation is used to measure the accuracy of a machine learning model?
Machine Learning Engineer

Apple

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Netflix

Siemens Logo

Siemens

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4 years ago
ML Knowledge
4 years ago
Could you walk me through the steps of calculating precision and recall in a machine learning model?
Machine Learning Engineer

Apple

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Skyscanner

Rovio Logo

Rovio

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4 years ago
Behavioral
4 years ago
How do you describe the progression of a typical ML initiative from start to finish?
Machine Learning Engineer

Apple

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Ancestry

Zendesk Logo

Zendesk

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4 years ago
ML Knowledge
4 years ago
How would you describe LSTM to someone unfamiliar with it? Also, have you implemented LSTM in any of your machine learning projects?
Machine Learning Engineer

Apple

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Ancestry

Motorola Solutions Logo

Motorola Solutions

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4 years ago
Metrics and Experimentation
4 years ago
When creating a metric to compare two user's Netflix recommended lists of movie/tv show preferences, what steps would you take to ensure its reliability and accuracy?
Machine Learning Engineer

Apple

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Shopee

Airbnb Logo

Airbnb

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4 years ago
ML Knowledge
4 years ago
How do you read the coefficients of a logistic regression model in the context of the log-odds of the outcome?
Machine Learning Engineer

Apple

Google Logo

Google

Qualtrics Logo

Qualtrics

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4 years ago
ML Knowledge
4 years ago
How do you deal with binary classification datasets that are unevenly distributed, where one class dominates the other in terms of instance count?
Machine Learning Engineer

Apple

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Pluralsight

Evernote Logo

Evernote

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4 years ago
ML Knowledge
4 years ago
Can you describe the different types of sampling techniques?
Machine Learning Engineer

Apple

ZocDoc Logo

ZocDoc

Virta Logo

Virta

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4 years ago

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

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