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ML Ops Articles

Explore real-world engineering experiences from top tech companies.

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Pinterest logoPinterest

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AWS logoAWS
141 min read
Machine Learning•2025-12-03

Amazon Bedrock adds reinforcement fine-tuning simplifying how developers build smarter, more accurate AI models

Amazon Bedrock introduces reinforcement fine-tuning, enabling developers to build accurate AI models via feedback without ML expertise.

Amazon Bedrock
Amazon Machine Learning
Announcements
Artificial Intelligence
AWS re:Invent
Events
Launch
News
Serverless
AWS logoAWS
111 min read
Machine Learning•2025-12-03

New serverless customization in Amazon SageMaker AI accelerates model fine-tuning

Amazon SageMaker AI introduces serverless customization to streamline fine-tuning of popular AI models including Amazon Nova, DeepSeek, Llama, and Qwen.

Amazon SageMaker AI
Artificial Intelligence
AWS re:Invent
Launch
News
AWS logoAWS
131 min read
Machine Learning•2025-12-03

Introducing checkpointless and elastic training on Amazon SageMaker HyperPod

Amazon SageMaker HyperPod introduces two new AI model training features: checkpointless training and elastic training.

Amazon SageMaker HyperPod
Artificial Intelligence
AWS re:Invent
Launch
News
Lyft logoLyft
31 min read
Machine Learning•2025-11-18

LyftLearn Evolution: Rethinking ML Platform Architecture

This post describes how Lyft evolved LyftLearn, their end-to-end ML platform, from a fully Kubernetes-based system to a hybrid architecture combining AWS SageMaker and Kubernetes.

distributed-systems
artificial-intelligence
machine-learning
aws
data-science
Grab logoGrab
310 min read
Machine Learning•2025-11-04

How we built a custom vision LLM to improve document processing at Grab

Grab built a custom ~1B Vision LLM to improve eKYC document processing for Southeast Asian languages and documents.

engineering
performance
Engineering
Data
Dropbox logoDropbox
81 min read
Machine Learning•2025-10-22

Half-Quadratic Quantization of large machine learning models

This post introduces Half-Quadratic Quantization (HQQ), a calibration-free quantization method for large machine learning models that achieves calibration-based quality at data-free speeds.

Lyft logoLyft
61 min read
Machine Learning•2025-10-07

My Starter Project on the Lyft Rider Data Science Team

This post describes a Lyft data scientist's starter project using the Rider Experience Score (RES) tool to estimate long-term causal effects of rider experiences on retention without relying on A/B tests.

causal-inference
data-science
rideshare
machine-learning
artifical-intellegence
Dropbox logoDropbox
51 min read
Machine Learning•2025-10-02

A practical blueprint for evaluating conversational AI at scale

This post outlines Dropbox's systematic evaluation framework for conversational AI, developed while building Dropbox Dash.

models
AI
Machine Learning
Dash
Testing
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
21 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
51 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
13 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.