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ML Ops Articles

Explore real-world engineering experiences from top tech companies.

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Chromium logoChromium
03 min read
Machine Learning•2025-05-08

Fighting Unwanted Notifications with Machine Learning in Chrome

This post from the Chromium Blog discusses using machine learning to combat unwanted notification prompts in Chrome.

Squareup logoSquareup
01 min read
Machine Learning•2025-03-10

RoBERTa Model for Merchant Categorization at Square

This post describes Square's development of a RoBERTa-based ML model for accurately categorizing merchants into business types.

Engineering
Paypal logoPaypal
01 min read
Machine Learning•2025-02-14

Estimating Incremental Lift in Customer Value (Delta CV) using Synthetic Control

This article explains PayPal's Delta CV (Delta Customer Value) framework, which uses causal inference and synthetic control to measure the incremental profit impact of product adoptions and user actions.

synthetic-control
customer-value
paypal
causal-inference
Chromium logoChromium
03 min read
Machine Learning•2024-04-29

How Machine Learning improved the Chrome address bar on Windows, Mac and ChromeOS

This post from the Chromium Blog discusses how machine learning techniques were applied to improve the Chrome address bar (Omnibox) experience on Windows, Mac, and ChromeOS.

Paypal logoPaypal
01 min read
Machine Learning•2023-12-11

Declarative Feature Engineering at PayPal

PayPal describes their declarative (config-based) feature engineering paradigm used for real-time fraud detection ML across 400 million users.

engineering
declarative-programming
feature-engineering
paypal
machine-learning

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