Skill Topic · Cinematic

🔀 Topic 52: GitOps for ML Infrastructure

Course: AI Infrastructure — Section 6: CI/CD & MLOps Infra Topic: 52 of 70 | Prev:…

Overview

🔀 Topic 52: GitOps for ML Infrastructure — Quick Facts

📌

Prev: [51-Rollback-Strategies.md](51-Rollback-Strategies.md): Next: 53-Monitoring-Overview.md

Topic 1

🎯 Overview

💡

GitOps = Git as single source of…

🔑

Git me push karo → automatically…

⚡

Core principle: desired state Git…

🎯

ML me: model configs, K8s…

Topic 2

🔀 GitOps Architecture

🔬 ` ┌──────────────────────────────────────────────────────────────┐ │ GITOPS FOR ML │ │ │…

Topic 3

🐍 Complete Python Implementation

💡

name: model-api

🔑

containerPort: 8080

⚡

name: MODEL_PATH

🎯

name: LOG_LEVEL

Topic 4

❓ Quiz — 5 MCQs

💡

A) Manual deployment

🔑

B) Git as single source of truth —…

⚡

C) FTP upload

🎯

D) Email se deploy

Topic 5

🔗 Navigation

🎲 ⬅️ Previous: 51-Rollback-Strategies.md | ➡️ Next: 53-Monitoring-Overview.md Pro Tip: 🔀…

Quick Quiz

Quiz — Question 1

🔀 Topic 52: GitOps for ML Infrastructure ka sabse sahi definition kya hai?

Complete! 🎉

🔀 Topic 52: GitOps for ML Infrastructure Complete!

Aliens School · HIEN · Cinematic Knowledge

✅