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Learning resources for “mlops”
Pulled from roadmap.sh, GitHub, freeCodeCamp, YouTube & Dev.to
Mlops — Official Roadmap
Step-by-step visual learning path covering all skills, tools, and concepts for mlops.
mlops Full Course & Tutorials
Browse thousands of free mlops courses, tutorials and roadmap walkthroughs.
Learn mlops — freeCodeCamp
Free, project-based mlops courses and certifications with no ads.
MLOps Lifecycle: Stages, Workflow, and Best Practices
Understand the MLOps lifecycle from data preparation to deployment, monitoring, governance, and retraining.
I Revived a Broken MLOps Platform — Now It's Self-Service, Policy-Guarded, and Operationally Credible
I abandoned this Kubernetes platform on April 4th. 48 days later I rebuilt it: CrashLoopBackOff everywhere → self-service GitOps, policy enforcement, and deterministic recovery. 21 checks. 0 failures. Here's exactly how GitHub Copilot helped.
AI Experimentation Best Practices: From Evaluation to Safe Production Rollouts
Learn how to evaluate, experiment with, and safely roll out AI changes using metrics, guardrails, AgentControl configs, online evaluations, and LaunchDarkly release controls.
We shipped a model on a 2-point eval win. It was noise.
TL;DR: We promoted a fine-tuned 7B because it beat the incumbent by 2.1 points on our internal eval....
AI / ML
PyTorch · Scikit-learn · MLflow · Feature Eng. · LLMs
MLOps
MLflow · Kubeflow · DVC · Seldon · Feature Store
Data Science
Pandas · NumPy · SQL · Visualization · Statistics
LLM Engineering
RAG · Embeddings · LangChain · Fine-tuning · Agents