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Skill Topic ยท Cinematic

๐Ÿ“‘ Text Classification โ€” DL Se Text Categorize Karo

Deep Learning Series #57 โ€” Sentiment, Spam, Intent, Topic โ€” text classification ke sab flavors!โ€ฆ

Overview
๐ŸŒŸ

๐Ÿ“‘ Text Classification โ€” DL Se Text Categorize Karo โ€” Quick Facts

๐Ÿ“Œ

Method: Accuracy

๐ŸŽฏ

TF-IDF + ML: 80-85%

โšก

CNN-Text: 85-88%

๐Ÿ”‘

BiLSTM: 86-90%

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’ก Text Classification Landscape

๐Ÿ“š ` 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”‚ TEXT CLASSIFICATIONโ€ฆ
Topic 2
โœจ

๐Ÿ“Š Methods Comparison

๐Ÿ’ก | Method | Accuracy | Speed | Data Needed | Best For |โ€ฆ
Topic 3
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ’ป Text Classification Framework

๐ŸŽฏ `python ============================================ Text Classification Frameworkโ€ฆ
Topic 4
โœจ

โ“ Quiz

๐Ÿ’ก

a) Image classify karta hai

๐Ÿ”‘

b) Multiple filter sizes (3,4,5)โ€ฆ

โšก

c) Random classification

๐ŸŽฏ

a) 0.1

Comparison
โœจ

๐Ÿ“Š Methods Comparison

โš–๏ธ

TF-IDF + ML: 80-85%

โš–๏ธ

CNN-Text: 85-88%

โš–๏ธ

BiLSTM: 86-90%

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ“‘ Text Classification โ€” DL Se Text Categorize Karo ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ“‘ Text Classification โ€” DL Se Text Categorize Karo ka 'TF-IDF + ML' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ“‘ Text Classification โ€” DL Se Text Categorize Karo Complete!

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