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๐Ÿ”„ Topic 12: Encoder vs Decoder โ€” Architecture Showdown

Course: LLM Engineering โ€” Hinglish Section: 2 โ€” Transformer Deep Dive Level: Intermediate Style:โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ”„ Topic 12: Encoder vs Decoder โ€” Architecture Showdown โ€” Quick Facts

๐Ÿ“Œ

โฌ…๏ธ Previous: ๐Ÿ“š Index

๐ŸŽฏ

[11-Positional-Encoding.md](11-Positional-Encoding.md): 00-Index.md

Topic 1
โœจ

๐Ÿ“Œ Objectives

๐Ÿ’ก

Encoder-only, Decoder-only,โ€ฆ

๐Ÿ”‘

Har architecture ka use-case aurโ€ฆ

โšก

Real models ko categorize karnaโ€ฆ

๐ŸŽฏ

Why decoder-only won the LLM raceโ€ฆ

Topic 2
๐Ÿ“

๐Ÿง  1. Three Architectures โ€” Overview

๐Ÿ“ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ THREE TRANSFORMERโ€ฆ
Topic 3
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“ 2. Architecture Deep Dive

๐Ÿ”ง Encoder-Only: ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚โ€ฆ
Topic 4
โœจ

๐Ÿ“Š 3. Comparison Table

โš™๏ธ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ ARCHITECTURE COMPARISONโ€ฆ
Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ† 4. Why Decoder-Only Won

๐Ÿ›๏ธ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ WHY DECODER-ONLYโ€ฆ
Topic 6
๐Ÿ“Š ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ“ˆ 5. When to Use What (2024-2025)

๐Ÿ“Š ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ ARCHITECTURE SELECTIONโ€ฆ
Topic 7
โœจ

๐Ÿ’ป 6. Python Code โ€” Architecture Comparison

๐ŸŒ `python """ ๐Ÿ”„ Encoder vs Decoder โ€” Architecture Simulator Compare the three transformerโ€ฆ
Topic 8
๐Ÿ”—

โ“ 7. Quiz โ€” 5 MCQs

๐Ÿ’ก

a) Decoder-only

๐Ÿ”‘

b) Encoder-only โœ…

โšก

c) Encoder-decoder

๐ŸŽฏ

d) Hybrid

Topic 9
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ”— Navigation

๐Ÿ—๏ธ | โฌ…๏ธ Previous | ๐Ÿ“š Index | โžก๏ธ Next | |---|---|---| | 11-Positional-Encoding.md |โ€ฆ
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ”„ Topic 12: Encoder vs Decoder โ€” Architecture Showdown ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ”„ Topic 12: Encoder vs Decoder โ€” Architecture Showdown Complete!

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