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ML Ops Articles

Explore real-world engineering experiences from top tech companies.

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Pinterest logoPinterest

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

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The Hacker News logoThe Hacker News

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Hugging Face logoHugging Face

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

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Databricks logoDatabricks
111 min read
Machine Learning•2026-03-20

MLOps Frameworks: A Complete Guide to Tools and Platforms for Production ML

This guide covers the most widely adopted MLOps frameworks and how to evaluate them for production machine learning deployments.

Data + AI Foundations
Hugging Face logoHugging Face
81 min read
Machine Learning•2026-03-20

Build a Domain-Specific Embedding Model in Under a Day

This post presents a pipeline to fine-tune a domain-specific embedding model in under a day on a single GPU without manual labeling.

Meta logoMeta
151 min read
Machine Learning•2026-03-18

Friend Bubbles: Enhancing Social Discovery on Facebook Reels

This article details the technical architecture of Facebook's Friend Bubbles feature on Reels, which surfaces content that friends have liked or reacted to.

ML Applications
Databricks logoDatabricks
101 min read
Machine Learning•2026-03-17

Uncovering Data Science: Skills, Careers and Education

This article provides a comprehensive overview of data science, covering its core skills, career roles, and education pathways.

Data + AI Foundations
Airbnb logoAirbnb
121 min read
Machine Learning•2026-03-12

Recommending Travel Destinations to Help Users Explore

Airbnb describes how they built a destination recommendation model to help exploratory users in the trip planning stage discover and narrow down travel destinations.

ai
travel
technology
engineering
Hugging Face logoHugging Face
21 min read
Machine Learning•2026-03-10

Keep the Tokens Flowing: Lessons from 16 Open-Source RL Libraries

This post surveys 16 open-source reinforcement learning libraries to understand how they implement asynchronous training architectures that decouple inference from training.

Hugging Face logoHugging Face
21 min read
Machine Learning•2026-03-10

Introducing Storage Buckets on the Hugging Face Hub

Hugging Face introduces Storage Buckets, a mutable S3-like object storage system on the Hub designed for intermediate ML artifacts such as checkpoints, optimizer states, and processed datasets.

Hugging Face logoHugging Face
31 min read
Machine Learning•2026-03-09

Ulysses Sequence Parallelism: Training with Million-Token Contexts

This post explains Ulysses Sequence Parallelism (SP), a technique from Snowflake AI Research for training LLMs on sequences up to millions of tokens by distributing attention computation across GPUs.

Hugging Face logoHugging Face
31 min read
Machine Learning•2026-03-09

LeRobot v0.5.0: Scaling Every Dimension

LeRobot v0.5.0 is the largest release to date, expanding hardware support, policies, datasets, and the codebase simultaneously.

Google logoGoogle
111 min read
Machine Learning•2026-03-06

What's new in TensorFlow 2.21

TensorFlow 2.21 introduces major updates to the LiteRT stack and operator support for lower-precision data types.

Hugging Face logoHugging Face
11 min read
Machine Learning•2026-03-05

Introducing Modular Diffusers - Composable Building Blocks for Diffusion Pipelines

Modular Diffusers introduces a composable block-based approach to building diffusion pipelines, replacing monolithic pipeline classes with reusable, swappable components.

Pinterest logoPinterest
81 min read
Machine Learning•2026-03-03

Unifying Ads Engagement Modeling Across Pinterest Surfaces

Pinterest unified three separate ads engagement models for Home Feed, Search, and Related Pins into one shared architecture.

monetization
model-unification
recommender-systems
pinterest
engineering