推荐阅读
Table of contents
- Guideline
- AD
- Matching & Recommendation
- Ranking
- Category
- Mapping & GEO
- OCR & Converter
- Search
- Payment
- User Prediction
- Self Driving
- Others
Guideline
- Google - Guidelines for developing high-quality ML solutions
- Google - Best practices for performance and cost optimization for machine learning
- Google - Minimizing real-time prediction serving latency in machine learning
- Google - Data preprocessing for machine learning: options and recommendations
AD
Matching & Recommendation
- Google - Architecture of a machine learning system for near real-time item matching
- Google - Analyzing text semantic similarity using TensorFlow Hub and Dataflow
- Google - Building a real-time embeddings similarity matching system
- Google - Using machine learning on Compute Engine to make product recommendations
- Meta - DLRM: An advanced, open source deep learning recommendation model
- Meta - Aroma: Using machine learning for code recommendation
- Meta - Made in NY: The engineering behind social recommendations
- Meta - Recommending items to more than a billion people
Ranking
- Meta - How machine learning powers Facebook’s News Feed ranking algorithm
- Airbnb - Using Sentiment Score to Assess Customer Service Quality
- Airbnb - Improving Deep Learning for Ranking Stays at Airbnb
- Airbnb - Machine Learning-Powered Search Ranking of Airbnb Experiences
- Airbnb - Learning Market Dynamics for Optimal Pricing
Category
- Airbnb - Categorizing Listing Photos at Airbnb
- Airbnb - Discovering and Classifying In-app Message Intent at Airbnb
- Airbnb - Using Machine Learning to Predict Value of Homes On Airbnb
Mapping & GEO
- Google - Geospatial analytics architecture
- Meta - MaRS: How Facebook keeps maps current and accurate
- Meta - Mapping roads through deep learning and weakly supervised training
OCR & Converter & Recognizing
- Google - An architecture for production-ready live audio transcription using Speech-to-Text
- Google - Implementing production-ready live audio transcription using Speech-to-Text (Tutorial)
- Google - Categorizing audio content using machine learning
- Dropbox - Creating a Modern OCR Pipeline Using Computer Vision and Deep Learning
- Dropbox - Fast and Accurate Document Detection for Scanning
- Apple - Recognizing People in Photos Through Private On-Device Machine Learning
- Apple - Finding Local Destinations with Siri’s Regionally Specific Language Models for Speech Recognition
- Apple - An On-device Deep Neural Network for Face Detection
- Apple - Real-Time Recognition of Handwritten Chinese Characters Spanning a Large Inventory of 30,000 Characters
Search
- Google - Build AI-powered customer conversations in Google Maps and Search with Google's Business Messages
- Dropbox - How image search works at Dropbox
- Dropbox - Validating performance and reliability of the new Dropbox search engine
- Dropbox - Architecture of Nautilus, the new Dropbox search engine
- Meta - Under the hood: Photo Search
- Meta - Faiss: A library for efficient similarity search
Conversation
- Airbnb - Intelligent Automation Platform: Empowering Conversational AI and Beyond at Airbnb
- Airbnb - Task-Oriented Conversational AI in Airbnb Customer Support
Payment
- Google - Detecting anomalies in financial transactions by using AI Platform, Dataflow, and BigQuery (Tutorial)
- Google - Building an e-commerce recommendation system by using BigQuery ML (Tutorial)
- Dropbox - Optimizing payments with machine learning
User Prediction
- Google - Predicting Customer Lifetime Value with AI Platform: introduction
- Google - Predicting customer propensity to buy by using BigQuery ML and AI Platform
- Meta - Under the hood: Suicide prevention tools powered by AI
- Amazon - AWS re:Invent 2020: Amazon.com’s use of AI/ML to enhance the customer experience (Video)
Self Driving
- Waymo - AutoML: Automating the design of machine learning models for autonomous driving
- Waymo - Using automated data augmentation to advance our Waymo Driver
- Waymo - VectorNet: Predicting behavior to help the Waymo Driver make better decisions
- Waymo - Learning to Drive: Beyond Pure Imitation
- Waymo - How we’ve built the World’s Most Experienced Urban Driver