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ML Ops Articles

Explore real-world engineering experiences from top tech companies.

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Trending Posts

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Pinterest logoPinterest

Making User-Sequence Data More Cost-Efficient, Faster, and Easier to Use

9 views2026-05-21
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The Hacker News logoThe Hacker News

Agent AI is Coming. Are You Ready?

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Hugging Face logoHugging Face

Specialization Beats Scale: A Strategic Variable Most AI Procurement Decisions Overlook

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Google Cloud logoGoogle Cloud

The agentic era: Architecting the blueprint for mission impact across the public sector

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CSS-Tricks logoCSS-Tricks

The State of CSS Centering in 2026

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Databricks logoDatabricks

Pharma launch analytics: How to compress the first 90 days and win the three years that follow

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Hugging Face logoHugging Face
01 min read
Machine Learning•2026-02-09

Transformers.js v4 Preview: Now Available on NPM!

Transformers.js v4 preview is now available on NPM, bringing a new WebGPU runtime, build system overhaul, and expanded model support.

Google logoGoogle
21 min read
Machine Learning•2026-02-03

Easy FunctionGemma finetuning with Tunix on Google TPUs

This post demonstrates finetuning FunctionGemma with Tunix, a JAX-based LLM post-training library, on Google TPUs.

Pinterest logoPinterest
51 min read
Machine Learning•2026-02-02

Beyond Two Towers: Re-architecting the Serving Stack for Next-Gen Ads Lightweight Ranking Models…

Spotify's ads team describes how they re-architected their serving stack to replace the Two-Tower model with more expressive neural networks capable of deep feature interactions.

engineering
pinterest
monetization
Pinterest logoPinterest
51 min read
Machine Learning•2026-01-28

Ads Candidate Generation using Behavioral Sequence Modeling

Pinterest's Ads team developed transformer-based behavioral sequence models to improve ad candidate generation using users' offsite activity history.

ads-retrieval
engineering
deep-learning
transformers
pinterest
Microsoft logoMicrosoft
01 min read
Machine Learning•2026-01-28

Diagnosing instability in production-scale agent reinforcement learning

This post identifies a late-phase instability mechanism in production-scale reinforcement learning for tool-using agents, caused by tool-conditioned variance amplification.

Engineering@Microsoft
AI
Meta logoMeta
111 min read
Machine Learning•2026-01-14

Adapting the Facebook Reels RecSys AI Model Based on User Feedback

Meta introduces the User True Interest Survey (UTIS) model to improve Facebook Reels recommendations by incorporating direct user feedback beyond traditional engagement signals.

ML Applications
Video Engineering
Pinterest logoPinterest
81 min read
Machine Learning•2026-01-13

PinLanding: Turn Billions of Products into Instant Shopping Collections with Multimodal AI

Pinterest introduces PinLanding, a production pipeline that uses multimodal AI to automatically generate shopping collections from billions of catalog items.

engineering
ai
pinterest
large-language-models
shopping
Google logoGoogle
21 min read
Machine Learning•2026-01-05

A Developer's Guide to Debugging JAX on Cloud TPUs: Essential Tools and Techniques

This post provides a practical guide to debugging JAX workloads on Cloud TPUs, covering essential tools and their relationships in distributed environments.

Dropbox logoDropbox
71 min read
Machine Learning•2025-12-18

Inside the feature store powering real-time AI in Dropbox Dash

Dropbox Dash built a custom hybrid feature store to power real-time AI ranking across tens of thousands of work documents.

LLM
AI
Machine Learning
Dash
Pinterest logoPinterest
51 min read
Machine Learning•2025-12-10

LLM-Powered Relevance Assessment for Pinterest Search

Pinterest Search presents a methodology for scaling search relevance assessment using fine-tuned LLMs to replace costly human annotation.

machine-learning
search
pinterest
experimentation
engineering
Pinterest logoPinterest
61 min read
Machine Learning•2025-12-05

Improving Quality of Recommended Content through Pinner Surveys

Pinterest describes how Pinner (user) surveys are used to train a machine learning model that improves content quality recommendations across Homefeed, Related Pins, and Search.

engineering
surveys
pinterest
pinner-experience
machine-learning
Pinterest logoPinterest
81 min read
Machine Learning•2025-12-04

On the (re)-prioritization of open-source AI

Pinterest shares its strategic shift toward fine-tuned open-source AI models, achieving comparable performance at less than 10% the cost of proprietary models.

foundation-models
open-source
pinterest
ai
engineering