CoFeed

Airbnb

From Data to Insights: Segmenting Airbnb’s Supply

Booking

Building the Future of Content: Inside Booking.com’s Intelligent Content Enrichment Platform

Canva

How to improve search without looking at queries or results

How we improved Canva’s private design search while respecting the privacy of our community.

Airbnb

Building a User Signals Platform at Airbnb

Airbnb

Airbnb’s AI-powered photo tour using Vision Transformer

Booking

Self-Serve Platform for Scalable ML Recommendations

Airbnb

Transforming Location Retrieval at Airbnb: A Journey from Heuristics to Reinforcement Learning

Expedia

Identifying Top-Scoring Arms in Ranking Bandits With Linear Payoffs in Real-Time

Cloudflare

Training a million models per day to save customers of all sizes from DDoS attacks

In this post we will describe how we use anomaly detection to watch for novel DDoS attacks.

Wix

SageMaker Batch Transform Unleashed: My Journey at Wix to Achieve Scalable ML

Spotify

How We Generated Millions of Content Annotations

With the fields of machine learning (ML) and generative AI (GenAI) continuing to rapidly evolve and expand, it has become [.

Pinterest

Ray Batch Inference at Pinterest (Part 3)

GitHub

How students teamed up to decode 2,000-year-old texts using AI

Students used GitHub Copilot to decode ancient texts buried in Mount Vesuvius, achieving a groundbreaking historical breakthrough.

Cloudflare

AI Everywhere with the WAF Rule Builder Assistant, Cloudflare Radar AI Insights, and updated AI bot protection

Wix

AI for Revolutionizing Customer Care Routing System at Wix

Airbnb

Sandcastle: data/AI apps for everyone

Pinterest

Feature Caching for Recommender Systems w/ Cachelib

GitHub

Streamlining your MLOps pipeline with GitHub Actions and Arm64 runners

Explore how Arm’s optimized performance and cost-efficient architecture, coupled with PyTorch, can enhance machine learning operations, from...

Netflix

Recommending for Long-Term Member Satisfaction at Netflix

Expedia

Enabling Core Machine Learning Platform Capabilities

Netflix

Improve Your Next Experiment by Learning Better Proxy Metrics From Past Experiments

Pinterest

NEP: Notification System and Relevance

GitHub

How GitHub harnesses AI to transform customer feedback into action

Learn how we’re experimenting with open source AI models to systematically incorporate customer feedback to supercharge our product roadmaps...

Booking

The Engineering Behind Booking.com’s Ranking Platform | A System Overview

Cloudflare

Making WAF ML models go brrr: saving decades of processing time

In this post, we discuss the performance optimizations we've implemented for our WAF ML product.

Expedia

Learning To Rank at Expedia Group: How to adapt the Property Search Result Page based on …

Netflix

Maestro: Netflix’s Workflow Orchestrator

Dropbox

Bringing AI-powered answers and summaries to file previews on the web

Pinterest

Building Pinterest Canvas, a text-to-image foundation model

Booking

Leverage graph technology for real-time Fraud Detection and Prevention

Cloudflare

Declare your AIndependence: block AI bots, scrapers and crawlers with a single click

To help preserve a safe Internet for content creators, we’ve just launched a brand new “easy button” to block all AI bots.

Cloudflare

Using machine learning to detect bot attacks that leverage residential proxies

Canva

How we see groups in design

Lyft

ETA (Estimated Time of Arrival) Reliability at Lyft

Netflix

Video annotator: building video classifiers using vision-language models and active learning

Pinterest

Ray Infrastructure at Pinterest

Expedia

Choosing the Right Candidates for Lodging Ranking

Airbnb

Airbnb Brandometer: Powering Brand Perception Measurement on Social Media Data with AI

Airbnb

Chronon, Airbnb’s ML Feature Platform, Is Now Open Source

Dropbox

Bye Bye Bye...: Evolution of repeated token attacks on ChatGPT models

Building on prior prompt injection research, we recently discovered a new training data extraction vulnerability involving OpenAI’s chat com...

Netflix

Sequential Testing Keeps the World Streaming Netflix Part 2: Counting Processes

Lyft

Lyft’s Reinforcement Learning Platform

Netflix

Supporting Diverse ML Systems at Netflix

Netflix

Evolving from Rule-based Classifier: Machine Learning Powered Auto Remediation in Netflix Data…

PayPal

Leveraging Spark 3 and NVIDIA’s GPUs to Reduce Cloud Cost by up to 70% for Big Data Pipelines

Cloudflare

Monitoring machine learning models for bot detection

We recently shared an introduction to Cloudflare’s approach to MLOps, which provides a holistic overview of model training and deployment pr...

Cloudflare

Safeguarding your brand identity: Logo Matching for Brand Protection

Brand Protection's Logo Matching feature enables users to upload an image of the user’s logo or other brand image.

Expedia

Powering ML Platform Orchestration and Experimentation

Expedia

Learning Embeddings for Lodging Travel Concepts

Pinterest

Handling Online-Offline Discrepancy in Pinterest Ads Ranking System

Pinterest

Evolution of Ads Conversion Optimization Models at Pinterest

Airbnb

Airbnb at KDD 2023

LinkedIn

Enhancing Content Review: Proactively addressing threats with AutoML

Co-Authors: Shubham Agarwal and Rishi Gupta At LinkedIn, we work every day to deliver a safe and trusted experience for our members and cust...

Expedia

Candidate Generation Using a Two Tower Approach With Expedia Group Traveler Data

PayPal

Declarative Feature Engineering at PayPal

Cloudflare

ML Ops Platform at Cloudflare

LinkedIn

Augmenting our content moderation efforts through machine learning and dynamic content prioritization

Co-Authors: Abhishek Chandak and Ritish Verma We recognize that our 1 billion members and their over 10 billion years’ worth of collective k...

Netflix

Causal Machine Learning for Creative Insights

Airbnb

Wisdom of Unstructured Data: Building Airbnb’s Listing Knowledge from Big Text Data

Netflix

Detecting Speech and Music in Audio Content

Canva

Ship Shape

Spotify

How We Automated Content Marketing to Acquire Users at Scale

Spotify runs paid marketing campaigns across the globe on various digital ad platforms.

Netflix

Building In-Video Search

Dropbox

Putting everything in its right place with ML-powered file organization

Smart move uses machine learning to analyze a user?s existing subfolder structure and suggest folders where they might want to move their fi...

Spotify

Introducing Voyager: Spotify’s New Nearest-Neighbor Search Library

For the past decade, Spotify has used approximate nearest-neighbor search technology to power our personalization, recommendation, and searc...

Spotify

Exclude from Your Taste Profile

What is “Exclude from your taste profile”? Are you a parent forced to put the Bluey theme song on repeat? Do you work from home and play lof...

Expedia

Increasing Travelers’ Engagement Through Relevant Price Alerts at Expedia Group

Expedia

Speeding Up Inference Pipelines with Model Libraries at Expedia Group

Expedia

Using Synthetic Search Data for Flights Price Forecasting

LinkedIn

Career stories: The math-music connection in data science

When Javier signed up for a programming course during the pandemic, he had no idea that his career was about to shift from the world of musi...

Cloudflare

Birthday Week recap: everything we announced — plus an AI-powered opportunity for startups

Cloudflare

Birthday Week recap: everything we announced — plus an AI-powered opportunity for startups

Cloudflare

Privacy-preserving measurement and machine learning

Cloudflare

Privacy-preserving measurement and machine learning

Canva

End-to-end Keyword Bidding for Apple Search Ads

Pinterest

Training Foundation Improvements for Closeup Recommendation Ranker

Dropbox

Is this a date? Using ML to identify date formats in file names

Expedia

The Juggler Model: Balancing Expectations in Lodging Rankings

Expedia

Expedia Group’s Customer Lifetime Value Prediction Model

Pinterest

MLEnv: Standardizing ML at Pinterest Under One ML Engine to Accelerate Innovation

Netflix

AVA Discovery View: Surfacing Authentic Moments

Dropbox

Don?t you (forget NLP): Prompt injection with control characters in ChatGPT

Airbnb

Chronon — A Declarative Feature Engineering Framework

Lyft

Building Real-time Machine Learning Foundations at Lyft

Spotify

Experimenting with Machine Learning to Target In-App Messaging

Messaging at Spotify At Spotify, we use messaging to communicate with our listeners all over the world.

LinkedIn

Career stories: The power of an impactful mentor

Initially a Chicago-based data analyst, Jelanah had her heart set on a more meaningful career in frontend (UI) engineering.

Cloudflare

Globally distributed AI and a Constellation update

Today we’re announcing new Constellation features, explain why it’s the first globally distributed AI platform and why deploying your machin...

Netflix

Detecting Scene Changes in Audiovisual Content

LinkedIn

New Approaches For Detecting AI-Generated Profile Photos

Co-authors: Shivansh Mundra, Gonzalo Aniano Porcile, Smit Marvaniya, Hany Farid A core part of what we do on the Trust Data Team at LinkedIn...

Docker

Full-Stack Reproducibility for AI/ML with Docker and Kaskada

Learn how Docker and Kaskada improve and accelerate the machine learning development cycle.

Expedia

Generating Diverse Travel Recommendations

Pinterest

Warden: Real Time Anomaly Detection at Pinterest

GitHub

How GitHub Copilot is getting better at understanding your code

With a new Fill-in-the-Middle paradigm, GitHub engineers improved the way GitHub Copilot contextualizes your code.

Spotify

Humans + Machines: A Look Behind Spotify’s Algotorial Playlists

TL;DR Since 2017, Spotify has been working to create a better listening experience for our users by applying the expertise of our curators w...

Lyft

Building a large scale unsupervised model anomaly detection system — Part 2

Lyft

Big Savings On Big Data

LinkedIn

Our Learnings from the Early Days of Generative AI

It’s been an exciting few months at LinkedIn, as our engineering and product teams have been working hard to build some new and advanced AI-...

Lyft

The Recommendation System at Lyft

Airbnb

Building Airbnb Categories with ML & Human in the Loop

Lyft

lyft2vec — Embeddings at Lyft

Canva

Understanding a Diverse User Base with Frequency Segmentation at Scale

How we developed a bespoke frequency-recency segmentation to understand our users' diverse usage patterns.

Netflix

Building a Media Understanding Platform for ML Innovations

Netflix

Data ingestion pipeline with Operation Management

Airbnb

Prioritizing Home Attributes Based on Guest Interest

Netflix

Scaling Media Machine Learning at Netflix

Spotify

Unleashing ML Innovation at Spotify with Ray

Introduction As the field of machine learning (ML) continues to evolve and its impact on society and various aspects of our lives grows, it ...

Airbnb

Learning To Rank Diversely

Lyft

Powering Millions of Real-Time Decisions with LyftLearn Serving

Netflix

Discovering Creative Insights in Promotional Artwork

Netflix

Scalable Annotation Service — Marken

LinkedIn

Improving the customer’s experience via ML-driven payment routing

Co-Authors: Xianyun Mao, Stan Xu, Rachit Kumar, Vikas R, Xia Hong, and Divyakumar Menghani As a LinkedIn member, you can subscribe to Linked...

Canva

Deep Learning for Infinite (Multi-Lingual) Keywords

How we used a CLIP-inspired model to suggest keywords for template labeling in multiple languages.

Dropbox

Accelerating our A/B experiments with machine learning

Booking

Large Scale Ad Data Systems at Booking.com using the Public Cloud

Netflix

Match Cutting at Netflix: Finding Cuts with Smooth Visual Transitions

Netflix

New Series: Creating Media with Machine Learning

Netflix

Machine Learning for Fraud Detection in Streaming Services

Canva

Search Pipeline: Part I

How we are rebuilding Canva's search stack and pipeline.