Skill Topic · Cinematic

⚡ Efficient Transformers

Deep Learning Series #40 — Sparse Attention, Linear Attention, FlashAttention, Mixture-of-Experts!…

Overview

⚡ Efficient Transformers — Quick Facts

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Method: Complexity

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Standard: O(n²d)

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Sparse: O(n√n)

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Linear: O(nd²)

Topic 1

💡 Problem Kya Hai?

📚 ` ┌──────────────────────────────────────────────────────────┐ │ TRANSFORMER EFFICIENCY…

Topic 2

📊 Comparison Table

Topic 3

💻 Complete Code

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self.noise_std

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expert_output

Topic 4

❓ Quiz

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a) Computation kam karta

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b) Standard attention N×N matrix…

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c) Approximate attention hai

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a) Quality

Comparison

📊 Comparison Table

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Standard: O(n²d)

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Sparse: O(n√n)

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Linear: O(nd²)

Quick Quiz

Quiz — Question 1

⚡ Efficient Transformers ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

⚡ Efficient Transformers ka 'Standard' kya hai?

Complete! 🎉

⚡ Efficient Transformers Complete!

Aliens School · HIEN · Cinematic Knowledge

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