Applied AI

MLOps & LLMOps

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

250
lessons
Skills in this topic
View full skill map →
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 (227) Articles (199)Blog Posts (11)Tutorials (16)News (1)
CI/CD for Machine Learning Projects: The Complete MLOps Guide
Medium · Machine Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 5d ago
CI/CD for Machine Learning Projects: The Complete MLOps Guide
A comprehensive, battle-tested guide to implementing CI/CD pipelines for Machine Learning projects — and why they’re fundamentally… Continue reading on Medium »
CI/CD for Machine Learning Projects: The Complete MLOps Guide
Medium · Python 🏭 MLOps & LLMOps ⚡ AI Lesson 5d ago
CI/CD for Machine Learning Projects: The Complete MLOps Guide
A comprehensive, battle-tested guide to implementing CI/CD pipelines for Machine Learning projects — and why they’re fundamentally… Continue reading on Medium »
EvalForge: The Quality Gate Between AI Output and Production Trust
Medium · LLM 🏭 MLOps & LLMOps ⚡ AI Lesson 1w ago
EvalForge: The Quality Gate Between AI Output and Production Trust
What if every AI-generated test case, agent response, tool call, and automation decision had to pass a measurable quality gate before… Continue reading on Mediu
Medium · DevOps 🏭 MLOps & LLMOps ⚡ AI Lesson 2w ago
Day 10: Versioning Data with DVC
Welcome to Day 10 of the 100 Days of MLOps challenge! Continue reading on Medium »
Medium · Machine Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 3w ago
Things I Learned Building an End-to-End ML Pipeline on Kubernetes: From Validated Data to Live…
Part 2 of an MLOps End-to-End series — 60 models, fully automated, one Airflow DAG Continue reading on Medium »
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
Medium · Machine Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 3w ago
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
As part of my KodeKloud MLOps learning journey, Day 2 focused on setting up and troubleshooting a JupyterLab server configuration for a… Continue reading on Med
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 3w ago
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
As part of my KodeKloud MLOps learning journey, Day 2 focused on setting up and troubleshooting a JupyterLab server configuration for a… Continue reading on Med
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
Medium · Python 🏭 MLOps & LLMOps ⚡ AI Lesson 3w ago
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
As part of my KodeKloud MLOps learning journey, Day 2 focused on setting up and troubleshooting a JupyterLab server configuration for a… Continue reading on Med
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
Medium · DevOps 🏭 MLOps & LLMOps ⚡ AI Lesson 3w ago
Day 2: Set Up and Configure Jupyter Notebook Server | KodeKloud MLOps Journey
As part of my KodeKloud MLOps learning journey, Day 2 focused on setting up and troubleshooting a JupyterLab server configuration for a… Continue reading on Med
Day 137-Kyverno apply CLI Command: Finding Failures Early and Saving Cost in AI/MLOps Workloads
Medium · DevOps 🏭 MLOps & LLMOps ⚡ AI Lesson 3w ago
Day 137-Kyverno apply CLI Command: Finding Failures Early and Saving Cost in AI/MLOps Workloads
16th May 2026, Netherlands — In Kubernetes, policies are like safety rules. Continue reading on Medium »
I’m a DevOps Engineer, and I’m Learning MLOps — Here’s Day 1
Medium · Machine Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
I’m a DevOps Engineer, and I’m Learning MLOps — Here’s Day 1
Day 1 of the 90-Day MLOps Roadmap Continue reading on Medium »
I’m a DevOps Engineer, and I’m Learning MLOps — Here’s Day 1
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
I’m a DevOps Engineer, and I’m Learning MLOps — Here’s Day 1
Day 1 of the 90-Day MLOps Roadmap Continue reading on Medium »
I’m a DevOps Engineer, and I’m Learning MLOps — Here’s Day 1
Medium · DevOps 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
I’m a DevOps Engineer, and I’m Learning MLOps — Here’s Day 1
Day 1 of the 90-Day MLOps Roadmap Continue reading on Medium »
MLOps V3: Infrastructure as Code (IaC)
Medium · DevOps 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
MLOps V3: Infrastructure as Code (IaC)
Ditching manual configs Continue reading on Tech Blog »
Medium · Data Science 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
Week 4, episode 1 — From Python Bootcamp to Production API
Don’t let your capstone die in a notebook. Learn the MLOps playbook to deploy it as a reliable service. Continue reading on Medium »
Medium · Python 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
Week 4, episode 1 — From Python Bootcamp to Production API
Don’t let your capstone die in a notebook. Learn the MLOps playbook to deploy it as a reliable service. Continue reading on Medium »
How to Design Offline Eval Gates That Actually Catch Regressions Before Release
Medium · LLM 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
How to Design Offline Eval Gates That Actually Catch Regressions Before Release
A practical guide to implementing offline release gates, with a reference implementation. Article 2 in a series on eval loops for… Continue reading on Towards A
Beyond the Model: Why the Future of AI belongs to MLOps and AIOps Engineers
Medium · Machine Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
Beyond the Model: Why the Future of AI belongs to MLOps and AIOps Engineers
The “Gold Rush” of Artificial Intelligence is changing. In 2024 and 2025, the world was obsessed with training the most powerful Large… Continue reading on Medi
MLOps Problems Start Where Experimentation Ends
Medium · LLM 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
MLOps Problems Start Where Experimentation Ends
The Problem: Lack of a Defined Path to Production-Ready ML Continue reading on Medium »
InfoQ AI/ML 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
Meta Reports 4x Higher Bug Detection with Just-in-Time Testing
Meta introduces Just-in-Time (JiT) testing, a dynamic approach that generates tests during code review instead of relying on static test suites. The system impr
Your CI/CD Is a Time Bomb for ML, and I Watched It Go Off
Medium · RAG 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
Your CI/CD Is a Time Bomb for ML, and I Watched It Go Off
Continue reading on Medium »
11 production lessons from a model rollback that didn’t rollback
Medium · DevOps 🏭 MLOps & LLMOps ⚡ AI Lesson 1mo ago
11 production lessons from a model rollback that didn’t rollback
When your rollback plan says “safe” but your system quietly keeps serving the very behavior you were trying to undo Continue reading on Medium »
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Understanding AI Metering in Enterprise Systems
As AI becomes part of everyday workflows, organizations need a simple way to understand how it is being used. It is no longer enough to know that an AI feature
AWS Machine Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Manage AI costs with Amazon Bedrock Projects
With Amazon Bedrock Projects, you can attribute inference costs to specific workloads and analyze them in AWS Cost Explorer and AWS Data Exports. In this post,
Building AI Governance into MLOps Workflows: A Systems and Implementation Perspective
Hackernoon 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Building AI Governance into MLOps Workflows: A Systems and Implementation Perspective
Machine learning technologies have progressed from experimental stages to essential components of production infrastructure. As the scope and impact of these te
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
AI FIELD NOTES #002 – Weekly memos for Engineering Leaders
You are a software engineer, so you know that feeling. You are deep in dependency hell, reading library docs, digging through version histories, staring at comp
InfoQ AI/ML 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Istio Evolves for the AI Era with Multicluster, Ambient Mode, and Inference Capabilities
The Cloud Native Computing Foundation (CNCF) has announced a major evolution of Istio, introducing new capabilities aimed at making service meshes “future-ready
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Deterministic AI is becoming mandatory for enterprise SDLC — not optional
Most GenAI implementations in SDLC are probabilistic by design. That works for brainstorming — it fails in enterprise delivery. In real programs, SDLC requires:
How to Make On-Call Sustainable
Hackernoon 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
How to Make On-Call Sustainable
55% of engineers feel supported during incidents. Only 44% do after. The hidden cost of on-call is a systems problem, and it's measurable now.
ZDNet 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Why Microsoft is forcing Windows 11 25H2 update on all eligible PCs
With support ending for Windows 11 24H2 in October, Microsoft wants all PCs on the same version for security reasons - but you can postpone the update. Here's h
ZDNet 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
How much RAM does Linux really need in 2026? My sweet spot after decades of use
Want the best performance from Linux? Here's the ultimate sweet spot, based on my years of testing.
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Google Maps for Codebases: Paste a GitHub URL, Ask Anything
Navigating a large codebase for the first time is painful. You clone the repo, realize there are 300 files, and have no idea where anything lives. You can ask a
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Your AI Agent Stopped Responding 2 Hours Ago. Nobody Noticed.
Your agent is deployed. Pod is running. Container passes liveness probes. Grafana shows a flat green line. Everything looks fine. Except the agent stopped proce
Your PyTorch Model Is Slower Than You Think: This Is the Reason Why
Hackernoon 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Your PyTorch Model Is Slower Than You Think: This Is the Reason Why
We’ll cover three categories of hidden bottlenecks I measured on a real RTX 5060 training loop. None of them is in your model architecture. All of them are fixa
Your AI Has Root Access to Your Life. You Just Don't Know It Yet.
Hackernoon 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Your AI Has Root Access to Your Life. You Just Don't Know It Yet.
The tools are getting smarter. The containers they run in haven't changed since 2015.
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
AI Tools That Actually Pay You Back: A Developer's Guide to Monetizing AI
AI Tools That Actually Pay You Back: A Developer's Guide to Monetizing AI ==================================================================== As a developer, y
Microsoft’s Windows Upgrade Deadline—Now Just 8 Weeks Away
Forbes Innovation 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Microsoft’s Windows Upgrade Deadline—Now Just 8 Weeks Away
Check your PC now — you must not miss this critical deadline.
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
How We Cut AI Infrastructure Costs by 80% for Enterprise Clients
Last year we spent $47,000/month on AI infrastructure for a single enterprise client. Today it's $8,200/month — same quality, same throughput. Here's exactly ho
These Google Hackers Earned $17 Million—No Laws Broken
Forbes Innovation 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
These Google Hackers Earned $17 Million—No Laws Broken
Google hackers earned $17 million last year, all while staying within the law, as they identified security weaknesses in exchange for rewards.
Monitoring Essential Metrics for Cloud Native Systems - Part 1
Hackernoon 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Monitoring Essential Metrics for Cloud Native Systems - Part 1
Dashboards don’t make systems observable. True monitoring requires the right signals: latency, traffic, errors, and saturation. This article explains why tradit
InfoQ AI/ML 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Module Federation 2.0 Reaches Stable Release with Wider Support Outside of Webpack
Module Federation 2.0, an open-source micro-frontend mechanism introduced with webpack 5, offers significant updates including dynamic TypeScript type hints, de
Your AI Assistant Just Installed a Trojan: The Axios npm Compromise
Hackernoon 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Your AI Assistant Just Installed a Trojan: The Axios npm Compromise
Modern AI tools like Claude Code, Codex, or even the browser-based ChatGPT and Claude.ai often run npm install behind the scenes to make the things you ask for.
KernelEvolve: How Meta’s Ranking Engineer Agent Optimizes AI Infrastructure
Engineering at Meta 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
KernelEvolve: How Meta’s Ranking Engineer Agent Optimizes AI Infrastructure
This is the second post in the Ranking Engineer Agent blog series exploring the autonomous AI capabilities accelerating Meta’s Ads Ranking innovation. The previ
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Cursor 3 just dropped: here's what changed and how it compares to Claude Code
Cursor 3 just dropped: here's what changed and how it compares to Claude Code Cursor 3 is live. If you've been on the fence between Cursor and Claude Code, toda
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Claude Code MCP servers: how to connect any tool in under 5 minutes
Claude Code MCP Servers: How to Connect Any Tool in Under 5 Minutes MCP (Model Context Protocol) is the most underused feature in Claude Code. Most developers r
AWS Machine Learning 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Persist session state with filesystem configuration and execute shell commands
In this post, we go through how to use managed session storage to persist your agent's filesystem state and how to execute shell commands directly in your agent
Beyond the IDE: Second-Generation AI Coding Software
Hackernoon 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Beyond the IDE: Second-Generation AI Coding Software
AI-assisted coding software has evolved from first-gen autocomplete copilots to second-gen agentic tools that understand intent and operate within repositories.
Dev.to AI 🏭 MLOps & LLMOps ⚡ AI Lesson 2mo ago
Claude Code CLAUDE.md vs settings.json: which one controls what (and why it matters)
Claude Code CLAUDE.md vs settings.json: which one controls what (and why it matters) If you've been using Claude Code for more than a week, you've probably edit