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📱 Topic 61: NLP on Edge

Course: NLP Advanced — Section 7: Production NLP Topic: 61 of 75 | Prev: 60-Model-Serving.md |…

Overview

📱 Topic 61: NLP on Edge — Quick Facts

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Topic 1

🎯 Overview

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NLP on Edge = NLP models ko edge…

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Why edge? Privacy (data device pe…

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Challenges: limited memory (2-8 GB…

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Key techniques: quantization,…

Topic 2

🔄 Edge Deployment Pipeline

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ NLP Edge Deployment…

Topic 3

🐍 Complete Python Implementation

🎯 `python ============================================================ NLP on Edge — from…

Topic 4

📊 Edge Optimization Comparison

Topic 5

❓ Quiz — 5 MCQs

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A) Layers remove karta hai

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B) Weights ko FP32 (32-bit) se…

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C) Data delete karta hai

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D) Architecture change karta hai

Topic 6

🔗 Navigation

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Comparison

📊 Edge Optimization Comparison

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INT8 Quantization: 4x

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INT4 Quantization: 8x

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Pruning 50%: 2x

Quick Quiz

Quiz — Question 1

📱 Topic 61: NLP on Edge ka sabse sahi definition kya hai?

Complete! 🎉

📱 Topic 61: NLP on Edge Complete!

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