ML Design and Coding Question - Design an ML Model To Predict App Deletion (Full mock interview)
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A former Pinterest ML engineer designs a model to predict app deletions within 10 weeks: user data, app usage patterns, contextual factors, accuracy, and privacy at global scale.
0:00 - Introduction to Designing ML System for Predicting App Deletion
0:49 - Overview of Predictive Model Design
3:38 - Key Features for Prediction: Context, User Demographics
5:42 - Trends in App Usage and Interaction Patterns
12:04 - Predictive Model for App Deletions Explained
14:10 - Addressing Missing Features in Model Prediction
20:07 - Understanding Metrics and Calibration in Binary Classification
28:54 - Data Processing…
A former Pinterest ML engineer designs a model to predict app deletions within 10 weeks: user data, app usage patterns, contextual factors, accuracy, and privacy at global scale.
0:00 - Introduction to Designing ML System for Predicting App Deletion
0:49 - Overview of Predictive Model Design
3:38 - Key Features for Prediction: Context, User Demographics
5:42 - Trends in App Usage and Interaction Patterns
12:04 - Predictive Model for App Deletions Explained
14:10 - Addressing Missing Features in Model Prediction
20:07 - Understanding Metrics and Calibration in Binary Classification
28:54 - Data Processing…
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