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Skill Topic ยท Cinematic

๐Ÿ˜Š Sentiment Analysis โ€” AI Se Emotions Samjho!

Aliens School โ€” AI Series #69 Hinglish mein Sentiment Analysis samjho! ๐Ÿš€

Overview
๐ŸŒŸ

๐Ÿ˜Š Sentiment Analysis โ€” AI Se Emotions Samjho! โ€” Quick Facts

๐Ÿ“Œ

Method: Accuracy

๐ŸŽฏ

Lexicon (dictionary): 70-75%

โšก

Naive Bayes: 80-85%

๐Ÿ”‘

SVM: 82-87%

Topic 1
๐Ÿค–

๐Ÿ’ก Sentiment Analysis Kya Hai?

๐Ÿค– ` 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”‚ Sentiment Analysis = OPINION MININGโ€ฆ
Topic 2
๐Ÿง  ๐Ÿ“Š ๐Ÿ”ฌ

๐ŸŽฏ Types of Sentiment Analysis

๐Ÿง  ` 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”‚ 1. POLARITY Detection โ”‚ โ”‚ โ†’ Positiveโ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ“Š Sentiment Flow

๐Ÿ’ก ` Input Text โ”‚ โ–ผ โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ Preprocessingโ”‚ โ†’ lowercase, remove punctuationโ€ฆ
Topic 4
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ”ง Approaches

โšก 1. Lexicon-Based (Dictionary Approach) ` 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€ฆ
Topic 5
๐ŸŽฏ

๐Ÿงฉ Challenges in Sentiment Analysis

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”‚ ๐Ÿ˜ˆ SARCASM: โ”‚ โ”‚ "Oh great, anotherโ€ฆ
Topic 6
๐Ÿ”ฎ ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ’ป JavaScript Example

๐Ÿ”ฎ `javascript // Sentiment Analyzer (Lexicon-Based) class SentimentAnalyzer { constructor()โ€ฆ
Topic 7
๐ŸŒ

๐Ÿ“Š Sentiment in Business

๐ŸŒ ` 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”‚ ๐Ÿ“ฑ Product Reviews Analysis โ”‚ โ”‚ "Isโ€ฆ
Topic 8
โœจ

๐Ÿ“Š Accuracy Comparison

๐Ÿ“Š | Method | Accuracy | Speed | Setup | |--------|----------|-------|-------| | Lexiconโ€ฆ
Topic 9
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

โ“ Quiz

๐Ÿ’ก

a) Grammar mistakes

๐Ÿ”‘

b) Emotions/opinions in text โœ…

โšก

c) Language of text

๐ŸŽฏ

a) Translation

Comparison
โœจ

๐Ÿ“Š Accuracy Comparison

โš–๏ธ

Lexicon (dictionary): 70-75%

โš–๏ธ

Naive Bayes: 80-85%

โš–๏ธ

SVM: 82-87%

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿ˜Š Sentiment Analysis โ€” AI Se Emotions Samjho! ka sabse sahi definition kya hai?

Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 2

๐Ÿ˜Š Sentiment Analysis โ€” AI Se Emotions Samjho! ka 'Lexicon (dictionary)' kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿ˜Š Sentiment Analysis โ€” AI Se Emotions Samjho! Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿ˜Š Sentiment Analysis โ€” AI Se Emotions Samjho! Complete

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