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🚀 Topic 59: Training at Scale

Course: NLP Advanced — Section 7: Production NLP Topic: 59 of 75 | Prev: 58-Annotation.md | Next:…

Overview

🚀 Topic 59: Training at Scale — Quick Facts

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Topic 1

🎯 Overview

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Training at Scale = large NLP…

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Challenges: models billions of…

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Key techniques: distributed…

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Goal: faster training + larger…

Topic 2

🔄 Scaling Architecture

🧠 ` ┌──────────────────────────────────────────────────────────────┐ │ Training at Scale —…

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🐍 Complete Python Implementation

💡 `python ============================================================ Training at Scale —…

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📊 Scaling Techniques Comparison

Topic 5

❓ Quiz — 5 MCQs

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A) Model split hota hai GPUs me

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B) Same model har GPU pe, alag…

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C) Data delete hota hai

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D) Single GPU pe sab hota hai

Topic 6

🔗 Navigation

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Comparison

📊 Scaling Techniques Comparison

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Data Parallelism: None

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Model Parallelism: High

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Pipeline Parallelism: Balanced

Quick Quiz

Quiz — Question 1

🚀 Topic 59: Training at Scale ka sabse sahi definition kya hai?

Complete! 🎉

🚀 Topic 59: Training at Scale Complete!

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