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Skill Topic ยท Cinematic

๐Ÿ“ Topic 05: Embeddings โ€” Words Ka Mathematical Meaning

Course: LLM Engineering โ€” Hinglish Section: 1 โ€” LLM Foundations Level: Beginner โ†’ Intermediateโ€ฆ

Overview
๐ŸŒŸ

๐Ÿ“ Topic 05: Embeddings โ€” Words Ka Mathematical Meaning โ€” Quick Facts

๐Ÿ“Œ

Feature: Static (Word2Vec/GloVe)

๐ŸŽฏ

"bank" meaning: Same vector always

โšก

Training: Unsupervised on corpus

๐Ÿ”‘

Dimension: 50-300

Topic 1
โœจ

๐Ÿ“Œ Objectives

๐Ÿ’ก

Embeddings kya hain aur kyunโ€ฆ

๐Ÿ”‘

Word2Vec, GloVe aur modernโ€ฆ

โšก

Semantic similarity kaise kaamโ€ฆ

๐ŸŽฏ

Vector operations (king - man +โ€ฆ

Topic 2
๐Ÿ’ก

๐Ÿง  1. Embedding Kya Hai?

๐Ÿ’ก Computers sirf numbers samajhte hain. Embedding = word/token ko ek dense number vector meโ€ฆ
Topic 3
โœจ

๐Ÿ“Š 2. Embedding Types โ€” Evolution

๐ŸŽฏ ` 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”‚ EMBEDDING EVOLUTIONโ€ฆ
Topic 4
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿงฎ 3. Vector Operations โ€” The Magic

โญ ` 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”‚ VECTOR ARITHMETIC โ”‚ โ”‚ โ”‚โ€ฆ
Topic 5
โœจ

๐Ÿ“ 4. Similarity Measures

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”‚ SIMILARITY MEASURES โ”‚โ€ฆ
Topic 6
โœจ ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ—บ๏ธ 5. Embedding Space Visualization

โœจ ` ๐Ÿ“ 2D Projection of Embedding Space Programming Animals Countries Languages โ”‚ โ”‚ โ”‚ โ”‚โ€ฆ
Topic 7
โœจ

๐Ÿ’ป 6. Python Code โ€” Complete Embedding System

๐Ÿ’ก

Dot product

๐Ÿ”‘

Cosine similarity

โšก

Euclidean distance

๐ŸŽฏ

Vector arithmetic

Topic 8
๐Ÿš€

๐Ÿ”‘ 7. Key Concepts Summary

๐Ÿš€ ` 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”‚ EMBEDDING KEY CONCEPTS โ”‚โ€ฆ
Topic 9
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

โ“ 8. Quiz โ€” 5 MCQs

๐Ÿ’ก

a) Text ko compress karna

๐Ÿ”‘

b) Words ko meaningful numberโ€ฆ

โšก

c) Files ko encrypt karna

๐ŸŽฏ

d) Images ko resize karna

Topic 10
โœจ

๐Ÿ”— Navigation

๐Ÿ’ก | โฌ…๏ธ Previous | ๐Ÿ“š Index | โžก๏ธ Next | |---|---|---| | 04-Tokenization.md | 00-Index.md |โ€ฆ
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ“ Topic 05: Embeddings โ€” Words Ka Mathematical Meaning ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ“ Topic 05: Embeddings โ€” Words Ka Mathematical Meaning ka '"bank" meaning' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ“ Topic 05: Embeddings โ€” Words Ka Mathematical Meaning Complete!

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