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| Name | Machine Learning System Design Interview: YouTube Recommendations |
| Video Uploader | Video From Jay Feng |
| Upload Date | This Video Uploaded At 15-06-2022 16:45:02 |
| Video Discription | Today I’m joined by Sachin, a senior data scientist. We’ll go over a machine learning system design question on how to build YouTube’s homepage recommendations system and optimize it. Watch the rest on the question page: https://www.interviewquery.com/questions/youtube-recommendations Previous YouTube Recommendations interview with Dan: https://youtu.be/9TxN1VoPYq4 Follow Sachin on LinkedIn: https://www.linkedin.com/in/venugopal-mani-umn/ His sources: HRNN Paper: https://openreview.net/pdf?id=8QFKbygVy4r Prof Weinberger's channel: https://www.youtube.com/channel/UC7p_I0qxYZP94vhesuLAWNA/featured Prof. Justin Johnson's course: https://www.youtube.com/watch?v=dJYGatp4SvA&list=PL5-TkQAfAZFbzxjBHtzdVCWE0Zbhomg7r Ready to find top-tier machine learning talent who can design cutting-edge recommendation systems like YouTube's? Outsearch.ai leverages AI to match you with candidates who have the skills and experience to tackle complex ML challenges: https://www.outsearch.ai/?utm_source=youtube&utm_medium=video&utm_campaign=outsearch_promotion&utm_content=ml_system_design_youtube Want to be featured in the next mock interview video? Apply here: https://airtable.com/shrdQrwKK7xxGLm6l 👉 Subscribe to my data science channel: https://bit.ly/2xYkyUM 🔥 Get 10% off machine learning interview prep: https://www.interviewquery.com/pricing?via=jay ❓ Check out our ML interview course: https://www.interviewquery.com/courses/data-science-course/lessons/modeling 🔑 Get professional coaching for your next interview: https://www.interviewquery.com/coaching?utm_source=youtube&utm_medium=social 🐦 Follow us on Twitter: https://twitter.com/interview_query 00:00 - Question 00:17 - Clarifying Questions 03:57 - System Architecture of an ideal recommender 13:24 - Various Components of the architecture 26:25 - Online/Offline evaluation of the recommendation 30:03 - AB Test Launch More from Jay: Read my personal blog: https://datastream.substack.com/ Follow me on Linkedin: https://www.linkedin.com/in/jay-feng-ab66b049/ Find me on Twitter: https://twitter.com/datasciencejay #DataScience #MachineLearning #SystemDesign #DataScientist #DataEngineer #MachineLearningEngineer |
| Category | Science & Technology |
| Tags | youtube machine learning system design interview | youtube machine learning | machine learning | youtube system design | system design | machine learning interview | youtube machine learning interview | youtube system design interview | youtube data scientist interview | youtube data engineer interview | data scientist interview | data engineering interview | machine learning engineer interview | youtube data science interview | machine learning system design interview | mock interview | youtube |
