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⚖️ Topic 56: NLP Ethics & Bias

Course: NLP Advanced — Section 6: Advanced NLP Topic: 56 of 75 | Prev: 55-NLP-Metrics.md | Next:…

Overview

⚖️ Topic 56: NLP Ethics & Bias — Quick Facts

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Topic 1

🎯 Overview

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NLP Ethics = NLP systems me…

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Bias = model me unfair preferences…

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Sources: training data (internet…

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Real harm: biased hiring tools,…

Topic 2

🔄 Bias in NLP Pipeline

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ Where Bias Enters…

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🐍 Complete Python Implementation

🎯 `python ============================================================ NLP Ethics & Bias —…

Topic 4

📊 Bias Mitigation Strategy Comparison

Topic 5

❓ Quiz — 5 MCQs

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A) GPU se

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B) Training data se — internet…

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C) Python language se

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D) Random chance se

Topic 6

🔗 Navigation

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Comparison

📊 Bias Mitigation Strategy Comparison

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Data Balancing: Pre-training

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Counterfactual Augment: Pre-training

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Debiased Embeddings: Training

Quick Quiz

Quiz — Question 1

⚖️ Topic 56: NLP Ethics & Bias ka sabse sahi definition kya hai?

Complete! 🎉

⚖️ Topic 56: NLP Ethics & Bias Complete!

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