Applied AI

MLOps & LLMOps

Model deployment, experiment tracking, monitoring, inference optimisation and AI pipelines

263
lessons
Skills in this topic
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Experiment Tracking
beginner
Log experiments with MLflow or Weights & Biases
Model Deployment
intermediate
Wrap a model in a FastAPI endpoint
Model Monitoring
intermediate
Set up drift detection with Evidently AI
Feature Stores
advanced
Define feature views in Feast
LLMOps
advanced
Set up LangSmith or Langfuse for LLM tracing
All Reads (236) Articles (206)Blog Posts (11)Tutorials (18)News (1)
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 3mo ago
Weaviate 1.36 Release
This release introduces HFresh vector index (Preview), and brings Server-side Batching, Object TTL, Async Replication Improvements, Drop Inverted Indices, and B
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 4mo ago
Weaviate Authentication & Authorization: A Complete Security Guide
Learn how to secure your Weaviate vector database with API keys, OIDC, and role-based access control (RBAC). Includes practical examples and setup steps.
Building Prometheus: How Backend Aggregation Enables Gigawatt-Scale AI Clusters
Engineering at Meta 🏭 MLOps & LLMOps ⚡ AI Lesson 4mo ago
Building Prometheus: How Backend Aggregation Enables Gigawatt-Scale AI Clusters
We’re sharing details of the role backend aggregation (BAG) plays in building Meta’s gigawatt-scale AI clusters like Prometheus. BAG allows us to seamlessly con
When protections outlive their purpose: A lesson on managing defense systems at scale
GitHub Engineering 🏭 MLOps & LLMOps ⚡ AI Lesson 5mo ago
When protections outlive their purpose: A lesson on managing defense systems at scale
User feedback led us to clean up outdated mitigations. See why observability and lifecycle management are critical for defense systems. The post When protection
OpenAI News 🏭 MLOps & LLMOps ⚡ AI Lesson 5mo ago
Datadog uses Codex for system-level code review
OpenAI and Datadog brand graphic with the OpenAI wordmark on the left, the Datadog logo on the right, and a central abstract brown fur-like texture panel on a w
OpenAI News 🏭 MLOps & LLMOps ⚡ AI Lesson 6mo ago
How We Used Codex to Ship Sora for Android in 28 Days
OpenAI shipped Sora for Android in 28 days using Codex. AI-assisted planning, translation, and parallel coding workflows helped a nimble team deliver rapid, rel
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 6mo ago
Announcing the new Weaviate Java Client v6
The Weaviate Java client v6 is now generally available! This release brings a completely redesigned API that embraces modern Java patterns, simplifies common op
OpenAI News 🏭 MLOps & LLMOps ⚡ AI Lesson 6mo ago
Inside JetBrains—the company reshaping how the world writes code
JetBrains is integrating GPT-5 across its coding tools, helping millions of developers design, reason, and build software faster.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 7mo ago
Weaviate security release - Medium and High severity fixes for CVE-2025-67818 and CVE-2025-67819
Weaviate announces two CVEs that are fixed in updated versions of our product.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 9mo ago
Weaviate is now ISO 27001 compliant
Announcing Weaviate has achieved ISO 27001 compliance.
OpenAI News 🏭 MLOps & LLMOps ⚡ AI Lesson 9mo ago
Introducing upgrades to Codex
Codex just got faster, more reliable, and better at real-time collaboration and tackling tasks independently anywhere you develop—whether via the terminal, IDE,
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 9mo ago
Using Weaviate Cloud Queries in MacOS apps
A practical guide on using Weaviate Cloud Queries in MacOS apps.
Torch compile caching for inference speed
Replicate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 9mo ago
Torch compile caching for inference speed
Cache your compiled models for faster boot and inference times
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 10mo ago
Evals and Guardrails in Enterprise workflows (Part 1)
Evals and Guardrails in enterprise workflows part 1
Hugging Face Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 10mo ago
Accelerate ND-Parallel: A guide to Efficient Multi-GPU Training
Hugging Face Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 10mo ago
Introducing Trackio: A Lightweight Experiment Tracking Library from Hugging Face
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 11mo ago
Introducing the New Weaviate Confluent Apache Kafka® Connector: Real-Time Vector Data Pipelines Made Easy
Learn about the new certified Weaviate Confluent Apache Kafka Connector!
Hugging Face Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 11mo ago
Three Mighty Alerts Supporting Hugging Face’s Production Infrastructure
How GitHub engineers tackle platform problems
GitHub Engineering 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
How GitHub engineers tackle platform problems
Our best practices for quickly identifying, resolving, and preventing issues at scale. The post How GitHub engineers tackle platform problems appeared first on
OpenAI News 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
Shipping code faster with o3, o4-mini, and GPT-4.1
CodeRabbit uses OpenAI models to revolutionize code reviews—boosting accuracy, accelerating PR merges, and helping developers ship faster with fewer bugs and hi
OpenAI News 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
Introducing Stargate UAE
We’re launching Stargate UAE – the first international deployment of Stargate, OpenAI’s AI infrastructure platform.
NVIDIA H100 GPUs are here
Replicate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
NVIDIA H100 GPUs are here
NVIDIA H100 GPUs are here, with better performance and lower cost.
Hugging Face Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
How to Build an MCP Server with Gradio
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
Building AI Search APIs with Hono.js
Master modern search capabilities by building a powerful API server with Hono.js. Learn how to implement vector, hybrid, and generative search while maintaining
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
Hardening your Weaviate OSS Installation
Moving your Weaviate OSS instance into production? Check out our handy guide to securing your Weaviate database in the cloud, including all the helpful modules
OpenAI News 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering
We introduce MLE-bench, a benchmark for measuring how well AI agents perform at machine learning engineering.
FLUX is fast and it's open source
Replicate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 1y ago
FLUX is fast and it's open source
FLUX is now much faster on Replicate, and we’ve made our optimizations open-source so you can see exactly how they work and build upon them.
H100s are coming to Replicate
Replicate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
H100s are coming to Replicate
We'll soon support NVIDIA's H100 GPUs for predictions and training. Let us know if you want early access.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
The Weaviate v3 Typescript Client goes GA
We're pleased to share that the Weaviate v3 TypeScript client is now stable!
Hugging Face Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Space secrets security update
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Announcing the Weaviate TypeScript Client Beta
A beta release of our new TypeScript client is now available! Help us make it better by trying it out and providing your feedback.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Weaviate 1.24 Release
Weaviate 1.24 is released! Updates include named vectors, server telemetry, backend improvements, performance enhancements.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
gRPC-Driven Performance Improvements in Weaviate
Learn how gRPC improves import and query speeds in Weaviate
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Weaviate Python client (v4) goes GA
The new (v4) release of the Weaviate Python Client is - faster (gRPC), provides better IDE support and more type-safety, and many other developer experience imp
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Weaviate’s re:Invent 2023 recap
Recap the first Weaviate visit to Amazon re:Invent in Las Vegas
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Achieve Zero-Downtime Upgrades with Weaviate’s Multi-Node Setup
Learn about high-availability setups with Weaviate, which can allow upgrades and other maintenance with zero downtime.
Scaffold Replicate apps with one command
Replicate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Scaffold Replicate apps with one command
We've added a CLI command that makes it easy to get started with Replicate.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Weaviate 1.22 Release
Weaviate 1.22 released with nest object storage, async indexing, further gRPC support, and more!
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Shape the Future - Try Our New Python Client API
A preview release of our new Python client is now available! Help us make it better by trying it out and providing your feedback.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Weaviate 1.21 Release
Weaviate 1.21 released with new operators, performance improvements, multi-tenancy improvements, and more!
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Better automated testing with Embedded Weaviate
Learn how to make testing less of a chore with Embedded Weaviate, and other tips for better automated testing.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 2y ago
Weaviate 1.20 Release
Weaviate 1.20 released with multi-tenancy, PQ, search re-ranking, autocut, hybrid fusion algorithm ... take a look!
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 3y ago
Ingesting PDFs into Weaviate
Demo on how to ingest PDFs into Weaviate using Unstructured.
Status page
Replicate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 3y ago
Status page
We've added a status page to provide real-time updates on the health of Replicate.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 3y ago
Weaviate Cloud Service Public Beta - Open Now!
The Weaviate Cloud Service is the easiest way to get a Weaviate cluster up and running within minutes. Learn more here.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 3y ago
Authentication in Weaviate (videos)
Videos on authentication: an overview, how to log in, how to set it up, and core concepts - including recommendations.
Weaviate Blog 🏭 MLOps & LLMOps ⚡ AI Lesson 3y ago
Monitoring Weaviate in Production
Learn about how to monitor Weaviate in production and observe key metrics.
OpenAI News 🏭 MLOps & LLMOps ⚡ AI Lesson 3y ago
March 20 ChatGPT outage: Here’s what happened
An update on our findings, the actions we’ve taken, and technical details of the bug.