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☸️ Topic 20: Kubernetes for ML

Course: AI Infrastructure — Section 3: Containerization Topic: 20 of 70 | Prev:…

Overview

☸️ Topic 20: Kubernetes for ML — Quick Facts

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Prev: [19-Kubernetes-Basics.md](19-Kubernetes-Basics.md): Next: 21-Helm-Charts.md

Topic 1

🎯 Overview

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K8s for ML = Kubernetes ko…

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Key challenges: GPU scheduling,…

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Tools: NVIDIA Device Plugin,…

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GPU scheduling = ML ka sabse…

Topic 2

🏗️ K8s ML Platform Architecture

🔬 ` ┌──────────────────────────────────────────────────────────────┐ │ Kubernetes ML…

Topic 3

🐍 Complete Python Implementation

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matchExpressions:

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key: nvidia.com/gpu.product

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NVIDIA-A100-SXM4-80GB

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NVIDIA-A100-SXM4-40GB

Topic 4

📊 K8s ML Workload Decision Guide

🧮 | Workload | K8s Object | GPU | Storage | Scale |…

Topic 5

❓ Quiz — 5 MCQs

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A) Automatically

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B) NVIDIA Device Plugin install…

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C) Special Docker image chahiye

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D) GPU K8s me kaam nahi karti

Topic 6

🔗 Navigation

🔍 ⬅️ Previous: 19-Kubernetes-Basics.md | ➡️ Next: 21-Helm-Charts.md Pro Tip: ☸️ K8s ML…

Quick Quiz

Quiz — Question 1

☸️ Topic 20: Kubernetes for ML ka sabse sahi definition kya hai?

Complete! 🎉

☸️ Topic 20: Kubernetes for ML Complete!

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