Posts tagged "Machine Learning"

4 articles found

What If AI Agents Could Fix MLOps Forever? A Thought Experiment

July 14, 2025

A wild 2 AM thought experiment: What if AI agents could orchestrate your entire MLOps stack through MCP? From data drift to deployment, explore the future of autonomous ML operations.

AI Agents MLOps MCP Automation Tool Integration Machine Learning DevOps ClearML MLflow Kubernetes Thought Experiment

When (and How) to Invest in MLOps at Your Startup

March 27, 2025

A practical guide for startup founders on when and how to invest in MLOps - from early stage flexibility to scaling infrastructure, with key principles and pitfalls to avoid.

MLOps Machine Learning Startups Infrastructure AI Engineering ML Engineering Model Deployment LLMOps ML Tooling Data Pipelines Observability Training Infrastructure AI in Startups Scaling ML Teams

The Emergence of the full stack ML engineer

October 15, 2022

The history of Full stack, Machine learning which results in the mergence of the ML full stack engineer

Machine Learning Ecosystem Full stack ML frameworks Cloud infrastructure

Machine learning ain't Javascript

October 7, 2022

Problems in the ML ecosystem. Fragmentation in machine learning, that keeps preventing the stack from growing higher. How I took a stab at the issue.

Machine Learning PyTorch Ecosystem Fragmentation ML frameworks

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