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⚡ Distributed Training — Multi-GPU & Multi-Node

MLOps Series #22 — Bade models ko ek GPU pe train karna = din lag jayenge. Distributed training =…

Overview
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⚡ Distributed Training — Multi-GPU & Multi-Node — Quick Facts

📌

Strategy: Use When

🎯

Data Parallel: Data bada hai, model fit hota

Model Parallel: Model 1 GPU me fit nahi

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Pipeline Parallel: Very large models

Topic 1

💡 Distributed Training Kyun Chahiye?

🤖 ` ┌─────────────────────────────────────────────────────────┐ │ │ │ SINGLE GPU vs…
Topic 2
📥 ⚙️ 🔬 💡

📊 Parallelism Strategies

🧠 ` ┌─────────────────────────────────────────────────────────┐ │ │ │ 1. DATA PARALLELISM…
Topic 3
📥 ⚙️ 🔬 💡

🛠️ Tools & Frameworks

💡 | Framework | Type | Best For | |-----------|------|----------| | PyTorch DDP | Data…
Topic 4

💻 Distributed Training Manager

`python ============================================ Distributed Training Manager —…
Topic 5
📥 📥 🧠 🔬 💡 🎯

📌 PyTorch DDP Quick Reference

🎯 `python PyTorch DDP — Real-world pattern (Requires multi-GPU machine) import torch import…
Topic 6
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❓ Quiz

💡

a) Data delete hota hai

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b) Same model har GPU pe copy hota…

c) Model split hota hai

🎯

a) Hamesha

Quick Quiz
🧠 QUIZ TIME

Quiz — Question 1

⚡ Distributed Training — Multi-GPU & Multi-Node ka sabse sahi definition kya hai?

Quick Quiz
🧠 QUIZ TIME

Quiz — Question 2

⚡ Distributed Training — Multi-GPU & Multi-Node ka 'Data Parallel' kya hai?

Complete! 🎉
COMPLETE

⚡ Distributed Training — Multi-GPU & Multi-Node Complete!

Aliens School · HIEN · Cinematic Knowledge

⚡ Distributed Training — Multi-GPU & Multi-Node Complete

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