- When and When Not to Use Distributed Machine Learning
- Machine Learning Platform at Uber
- Machine Learning Platform at Etsy
- Machine Learning Platform at Yelp
- Aroma: Using ML for Code Recommendation at Facebook
- Flyte: Cloud Native Machine Learning and Data Processing Platform at Lyft
- LyftLearn: ML Model Training Infrastructure built on Kubernetes at Lyft
- Horovod: Open Source Distributed Deep Learning Framework for TensorFlow at Uber
- COTA: Improving Customer Care with NLP & Machine Learning at Uber
- Manifold: Model-Agnostic Visual Debugging Tool for Machine Learning at Uber
- Repo-Topix: Topic Extraction Framework at Github
- Concourse: Generating Personalized Content Notifications in Near-Real-Time at LinkedIn
- Altus Care: Applying a Chatbot to Platform Engineering at eBay
- PyKrylov: Accelerating Machine Learning Research at eBay
- PricingNet: Pricing Modelling with Neural Networks at Skyscanner
- PinText: Multitask Text Embedding System at Pinterest
- SearchSage: Learning Search Query Representations at Pinterest
- Cannes: ML saves $1.7M a year on document previews at Dropbox
- Scaling Gradient Boosted Trees for Click-Through-Rate Prediction at Yelp
- Learning with Privacy at Scale at Apple
- Deep Learning for Image Classification Experiment at Mercari
- Deep Learning for Frame Detection in Product Images at Allegro
- Content-based Video Relevance Prediction at Hulu
- Improving Photo Selection With Deep Learning at TripAdvisor
- Personalized Recommendations for Experiences Using Deep Learning at TripAdvisor
- Personalised Recommender Systems at BBC
- Machine Learning (2 parts) at Condé Nast
- Natural Language Processing and Content Analysis (2 parts) at Condé Nast
- Mapping the World of Music Using Machine Learning (2 parts) at iHeartRadio
- Machine Learning to Improve Streaming Quality at Netflix
- Machine Learning to Match Drivers & Riders at GO-JEK
- Improving Video Thumbnails with Deep Neural Nets at YouTube
- Quantile Regression for Delivering On Time at Instacart
- Cross-Lingual End-to-End Product Search with Deep Learning at Zalando
- Machine Learning at Jane Street
- Machine Learning for Ranking Answers End-to-End at Quora
- Clustering Similar Stories Using LDA at Flipboard
- Similarity Search at Flickr
- Large-Scale Machine Learning Pipeline for Job Recommendations at Indeed
- Deep Learning from Prototype to Production at Taboola
- Atom Smashing using Machine Learning at CERN
- Clustering with the Dirichlet Process Mixture Model in Scala at Monsanto
- Map Pins with DBSCAN & Random Forests at Foursquare
- Detecting and Preventing Fraud at Uber
- Forecasting at Uber
- Financial Forecasting at Uber
- Productionizing ML with Workflows at Twitter
- GUI Testing Powered by Deep Learning at eBay
- Scaling Machine Learning to Recommend Driving Routes at Pivotal
- Real-Time Predictions at DoorDash
- Machine Intelligence at Dropbox
- Machine Learning for Indexing Text from Billions of Images at Dropbox
- Modeling User Journeys via Semantic Embeddings at Etsy
- Automated Fake Account Detection at LinkedIn
- Building Knowledge Graph at Airbnb
- Core Modeling at Instagram
- Neural Architecture Search (NAS) for Prohibited Item Detection at Mercari
- Computer Vision at Airbnb
- 3D Home Backend Algorithms at Zillow
- Long-term Forecasts at Lyft
- Discovering Popular Dishes with Deep Learning at Yelp
- SplitNet Architecture for Ad Candidate Ranking at Twitter
- Jobs Filter at Indeed
- Architecting Restaurant Wait Time Predictions at Yelp
- Music Personalization at Spotify
- Deep Learning for Domain Name Valuation at GoDaddy
- Similarity Clustering to Catch Fraud Rings at Stripe
- Personalized Search at Etsy
- ML Feature Serving Infrastructure at Lyft
- Context-Specific Bidding System at Etsy
- Moderating Promotional Spam and Inappropriate Content in Photos at Scale at Yelp
- Optimizing Payments with Machine Learning at Dropbox
Distributed Machine Learning
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