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Skill Topic ยท Cinematic

๐Ÿ“ˆ Topic 13: Scaling Laws โ€” Bigger = Better?

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

Overview
๐ŸŒŸ

๐Ÿ“ˆ Topic 13: Scaling Laws โ€” Bigger = Better? โ€” Quick Facts

๐Ÿ“Œ

โฌ…๏ธ Previous: ๐Ÿ“š Index

๐ŸŽฏ

[12-Encoder-Vs-Decoder.md](12-Encoder-Vs-Decoder.md): 00-Index.md

Topic 1
โœจ

๐Ÿ“Œ Objectives

๐Ÿ’ก

Neural scaling laws ka conceptโ€ฆ

๐Ÿ”‘

Kaplan et al. (OpenAI) vsโ€ฆ

โšก

Compute-optimal model sizingโ€ฆ

๐ŸŽฏ

Why small models are catching bigโ€ฆ

Topic 2
๐Ÿ’ก

๐Ÿง  1. Scaling Laws Ka Concept

๐Ÿ’ก ` 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”‚ WHAT ARE SCALING LAWS? โ”‚โ€ฆ
Topic 3
โœจ

๐Ÿ“Š 2. Two Competing Laws

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”‚ โ”‚ โ”‚ KAPLAN LAW (OpenAI,โ€ฆ
Topic 4
โœจ

๐Ÿงช 3. Real Model Analysis โ€” Are They Optimal?

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”‚ REAL MODELS vsโ€ฆ
Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Š 4. Key Scaling Equations

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”‚ SCALING EQUATIONS โ”‚ โ”‚ โ”‚โ€ฆ
Topic 6
โœจ

๐Ÿ”ฌ 5. Beyond Chinchilla โ€” Modern Insights

โœจ ` 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”‚ BEYOND CHINCHILLAโ€ฆ
Topic 7
โœจ

๐Ÿ’ป 6. Python Code โ€” Scaling Law Simulator

๐Ÿ’ก

Expected training loss

๐Ÿ”‘

Whether model isโ€ฆ

โšก

Optimal allocation for givenโ€ฆ

Topic 8
โœจ

๐Ÿ“ 7. Key Takeaways

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”‚ SCALING LAWS โ€” SUMMARY โ”‚โ€ฆ
Topic 9
๐Ÿ“š

โ“ 8. Quiz โ€” 5 MCQs

๐Ÿ’ก

a) N tokens

๐Ÿ”‘

b) 2N tokens

โšก

c) 20N tokens โœ…

๐ŸŽฏ

d) 200N tokens

Topic 10
โœจ

๐Ÿ”— Navigation

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๐Ÿ“ˆ Topic 13: Scaling Laws โ€” Bigger = Better? ka sabse sahi definition kya hai?

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