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🔄 Topic 28: T5 — Text-to-Text Transfer Transformer

Course: NLP Advanced | Section 4: Pre-trained Language Models Topic: T5 — Everything is…

Topic 1

📌 T5 Kya Hai?

📚 T5 = Text-to-Text Transfer Transformer Google ne 2019 me release kiya. Core Idea: HAR NLP…

Topic 2

🏗️ T5 Architecture — Full Encoder-Decoder

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Relative Position Embeddings (not…

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Pre-norm (LayerNorm BEFORE…

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No bias in dense layers

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Simplified Layer Norm (no bias…

Topic 3

🎯 T5 Pre-training — Span Corruption

🎯 ` T5 Pre-training: Span Corruption (not MLM like BERT) Original: "The quick brown fox…

Topic 4

🔧 T5 Task Formatting — Text-to-Text Examples

⭐ ` Har task ko text-in, text-out me convert karo: 1️⃣ CLASSIFICATION: Input: "sst2…

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💻 Complete Python Implementation

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Position (i, j) ka bias = f(i - j)

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Shared across all layers

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Bucketed for long distances

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Small distances: exact (1 bucket…

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🔑 Key Takeaways

✨ ` T5 — Core Lessons: ┌─────────────────────────────────────────────────────────┐ │ │ │…

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❓ Quiz — T5 Mastery

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A) Har task ke liye alag model

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B) Har NLP task ko text-to-text…

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C) Sirf translation ke liye hai

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D) Encoder-only architecture

Topic 8

🧭 Navigation

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Quick Quiz

Quiz — Question 1

🔄 Topic 28: T5 — Text-to-Text Transfer Transformer ka sabse sahi definition kya hai?

Complete! 🎉

🔄 Topic 28: T5 — Text-to-Text Transfer Transformer Complete!

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