Instagram ML Question - Design a Ranking Model (Full Mock Interview with Senior Meta ML Engineer)
Ace your machine learning interviews with our complete course: https://bit.ly/4bUEPbF
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…
Prêt pour la prochaine étape?
Mettez ces conseils en pratique — des milliers de nouveaux emplois sont ajoutés chaque jour.
Parcourir les emplois Recevoir des alertes emploiEn savoir plus sur ce sujet
Cette vidéo est présentée avec le lecteur de YouTube et appartient à son créateur, Aced (formerly Exponent).