Ace your machine learning interviews with Exponent’s ML engineer interview course: [ Ссылка ]
In this ML System Design video, we ask a Senior Machine Learning Engineer from Meta to design a ranking and recommendation system for Instagram. He focuses on increasing user engagement by optimizing post suggestions from both friends and content creators, aiming to boost daily active users and session times by implementing AI in clever ways. Our guest explains the model's functional requirements, emphasizing predicting engagement actions like likes, comments, and views. He also covers the importance of MLOps tools for analytics, monitoring, and alerts to ensure the system's effectiveness and reliability.
Check out part 2 where we discuss deployment of this system here: [ Ссылка ]
Chapters (Powered by ChapterMe) -
00:00 - Designing Instagram's Ranking Model
03:24 - ML Model for Instagram Metrics
08:33 - 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 Curve Analysis
44:58 - Microservices for Continuous Learning and Scaling
Want more machine learning content?
- Fake News Detection System - Machine Learning Mock Interview - [ Ссылка ]
- Amazon Machine Learning Engineer Interview: K-Means Clustering - [ Ссылка ]
- How to Become a Machine Learning Engineer - [ Ссылка ]
👉 Subscribe to our channel: [ Ссылка ]
🕊️ Follow us on Twitter: [ Ссылка ]
💙 Like us on Facebook for special discounts: [ Ссылка ]
📷 Check us out on Instagram: [ Ссылка ]
📹 Watch us on TikTok: [ Ссылка ]
ABOUT US:
Did you enjoy this video? Want to land your dream career? Exponent is an online community, course, and coaching platform to help you ace your upcoming interview. Exponent has helped people land their dream careers at companies like Google, Microsoft, Amazon, and high-growth startups. Exponent is currently licensed by Stanford, Yale, UW, and others.
Our courses include interview lessons, questions, and complete answers with video walkthroughs. Access hours of real interview videos, where we analyze what went right or wrong, and our 1000+ community of expert coaches and industry professionals, to help you get your dream job and more!
