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ML Ops Articles

Explore real-world engineering experiences from top tech companies.

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Trending Posts

#1
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•2026-03-03

PRX Part 3 — Training a Text-to-Image Model in 24h!

This post describes a 24-hour speedrun for training a text-to-image diffusion model using 32 H200 GPUs and a ~$1500 compute budget.

Pinterest logoPinterest
181 min read
Machine Learning•2026-02-27

Bridging the Gap: Diagnosing Online–Offline Discrepancy in Pinterest’s L1 Conversion Models

Pinterest investigates the online–offline discrepancy in L1 CVR models in their ads funnel.

ads-ranking
machine-learning
pinterest
engineering
conversion-modeling
Databricks logoDatabricks
111 min read
Machine Learning•2026-02-27

TabPFN AI Accelerates Business Transformation on Databricks

TabPFN, by Prior Labs, applies the pre-trained LLM paradigm to tabular data, removing the need for traditional ML preprocessing and per-task training.

Platform
Partners
Meta logoMeta
161 min read
Machine Learning•2026-02-24

RCCLX: Innovating GPU communications on AMD platforms

Meta open-sources RCCLX, an enhanced GPU communication library for AMD platforms that significantly improves AI training and inference performance.

AI Research
Data Center Engineering
ML Applications
Networking & Traffic
Airbnb logoAirbnb
121 min read
Machine Learning•2026-02-24

Academic Publications & Airbnb Tech: 2025 Year in Review

Airbnb recaps its 2025 academic research at KDD, CIKM, and EMNLP covering ML, NLP, and recommendation systems.

machine-learning
engineering
ai
data-science
technology
Netflix logoNetflix
81 min read
Machine Learning•2026-02-23

MediaFM: The Multimodal AI Foundation for Media Understanding at Netflix

Netflix introduces MediaFM, an in-house tri-modal (audio, video, text) foundation model for deep media content understanding at scale.

foundation-models
machine-learning
multimodal
artificial-intelligence
media
Hugging Face logoHugging Face
01 min read
Machine Learning•2026-02-20

Train AI models with Unsloth and Hugging Face Jobs for FREE

This post explains how to fine-tune small LLMs for free using Unsloth and Hugging Face Jobs, with support for coding agents like Claude Code and Codex.

AWS logoAWS
181 min read
Machine Learning•2026-02-16

Announcing Amazon SageMaker Inference for custom Amazon Nova models

Amazon SageMaker Inference now supports GA deployment of custom Amazon Nova models for production-grade inference.

Amazon Nova
Amazon SageMaker AI
Artificial Intelligence
Featured
Launch
News
Pinterest logoPinterest
151 min read
Machine Learning•2026-02-13

GPU-Serving Two-Tower Models for Lightweight Ads Engagement Prediction

Pinterest introduced a GPU-served two-tower model using MMOE-DCN architecture for lightweight ads engagement prediction.

engineering
pinterest
monetization
Hugging Face logoHugging Face
01 min read
Machine Learning•2026-02-13

Custom Kernels for All from Codex and Claude

This post introduces an agent skill that enables coding agents (Claude and Codex) to write production-ready CUDA kernels for HuggingFace's diffusers and transformers libraries.

Dropbox logoDropbox
111 min read
Machine Learning•2026-02-12

How low-bit inference enables efficient AI

This article explores low-bit inference techniques that make large AI models faster and more cost-efficient to serve in production.

models
quantization
AI
Machine Learning
Dash
inference
Lyft logoLyft
81 min read
Machine Learning•2026-02-12

Trusting the Untestable: Validation and Diagnostics for the Doubly Robust Models

This post from Lyft explains how they validate and diagnose Doubly Robust (AIPW) models used for causal inference when A/B testing is not feasible.

validation
aipw
doubleml
quasi-experiment
rideshare