ml-comapnies.md

ML Systems at Big Companies

• LinkedIn

  • Learning to be Relevant
  • Two tower models for retrieval
  • A closer look at the AI behind course recommendations on LinkedIn Learning, Part 1, Part 2
  • Intro to AI at Linkedin
  • Building The LinkedIn Knowledge Graph
  • The AI Behind LinkedIn Recruiter search and recommendation systems
  • Communities AI: Building communities around interests on LinkedIn
  • Linkedin's follow feed
  • XNLT for A/B testing

• Google

  • The YouTube Video Recommendation System
  • Deep Neural Networks for YouTube Recommendations
  • Recommending What Video to Watch Next: A Multitask Ranking System
  • Exploring Transfer Learning with T5
  • Google Research, 2022 & beyond
  • ML pipelines with TFX and KubeFlow
  • How Google Search works
    • Page Rank algorithm (intro to page rank, the algorithm that started google)
  • TFX workshop by Robert Crowe
  • Google Cloud Platform Big Data and Machine Learning Fundamentals

• Scalable ML using AWS

  • AWS Machine Learning Blog
  • Deploy a machine learning model with AWS Elastic Beanstalk
  • Deploying Machine Learning Models as API using AWS
  • Serverless Machine Learning On AWS Lambda

• Meta

  • Machine Learning at Facebook Talk
  • Scaling AI Experiences at Facebook with PyTorch
  • Understanding text in images and videos
  • Protecting people
  • Ads
    • Practical Lessons from Predicting Clicks on Ads at Facebook
  • Newsfeed Ranking
    • How Facebook News Feed Works
    • How does Facebook’s advertising targeting algorithm work?
    • ML and Auction Theory
    • Serving Billions of Personalized News Feeds with AI - Meihong Wang
    • Generating a Billion Personal News Feeds
    • Instagram feed ranking
    • How Instagram Feed Works
  • Photo search
  • Social graph search
  • Recommendation
    • Instagram explore recommendation
    • Recommending items to more than a billion people
    • Social recommendations
  • Live videos
  • Large Scale Graph Partitioning
  • TAO: Facebook’s Distributed Data Store for the Social Graph (Paper)
  • NLP at Facebook

• Netflix

  • Recommendation at Netflix
  • Past, Present & Future of Recommender Systems: An Industry Perspective
  • Deep learning for recommender systems
  • Reliable ML at Netflix
  • ML at Netflix (Spark and GraphX)
  • Recent Trends in Personalization
  • Artwork Personalization @ Netflix

• Airbnb

  • Categorizing Listing Photos at Airbnb
  • WIDeText: A Multimodal Deep Learning Framework
  • Applying Deep Learning To Airbnb Search

• Uber

  • DeepETA: How Uber Predicts Arrival Times Using Deep Learning