Instagram ML Question - Design a Ranking Model (Full Mock Interview with Senior Meta ML Engineer)
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A senior ML engineer from Meta designs a ranking and recommendation system for Instagram: predicting engagement actions like likes, comments, and views, plus MLOps considerations.
0:00 - Designing Instagram's Ranking Model
3:24 - ML Model for Instagram Metrics
8:33 - ML Pipeline Nonfunctional Requirements
10:22 - Monetization Through Ads
12:03 - ML Pipeline Stages Overview
19:18 - Pretrained Embeddings for Interaction Analysis
24:04 - Comprehensive Model Pipeline Strategy
31:23 - Collaborative Filtering for Efficient Representation
33:13 - Two-Tower Network for Data Filtering
38:43 - ML Maturity & AUC Cu…
A senior ML engineer from Meta designs a ranking and recommendation system for Instagram: predicting engagement actions like likes, comments, and views, plus MLOps considerations.
0:00 - Designing Instagram's Ranking Model
3:24 - ML Model for Instagram Metrics
8:33 - ML Pipeline Nonfunctional Requirements
10:22 - Monetization Through Ads
12:03 - ML Pipeline Stages Overview
19:18 - Pretrained Embeddings for Interaction Analysis
24:04 - Comprehensive Model Pipeline Strategy
31:23 - Collaborative Filtering for Efficient Representation
33:13 - Two-Tower Network for Data Filtering
38:43 - ML Maturity & AUC Cu…
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