MLOPS WITHOUT THE BS.
Real tool comparisons. Deep tutorials. Career roadmaps. Written by an ML engineer who actually tests the tools — not regurgitates vendor docs.
RECENT WORK
From deep-dive comparisons to production tutorials — all written from first-hand testing.
TOOL BATTLES
Side-by-side comparisons with real data — not vendor talking points.
THE MLOPS
ROADMAP.
Step-by-step guide to becoming an ML engineer in 2026. What to learn, in what order, with honest tool recommendations at each stage.
BUILD FASTER
Production-ready generators and utilities for MLOps engineers. No signup. Free.
MLflow Docker Compose Generator
Generate production-ready docker-compose.yml for MLflow with PostgreSQL, MinIO, and best practices baked in.
MLOps Platform Picker
Answer 3 questions. Get a personalized MLOps stack recommendation with honest reasons why each tool fits your situation.
MLOps Pipeline Generator
Generate production-ready pipeline configs in one click — GitHub Actions, Docker Compose, Kubeflow, and ZenML.
Seldon Core Exit Desk
Seldon Core now costs $18,000/year. Get a personalized migration recommendation + starter Dockerfile and Compose config.