Section: Second Part of the Course (TM&S) [Viviani] | Text Mining and Search

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Section outline

Second Part of the Course (TM&S) [Viviani]
- Select activity 00. Project Instructions
  
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  00. Project Instructions File
- Select activity 01. Word Embedding: Vector Semantics
  
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  01. Word Embedding: Vector Semantics File
- Select activity 02. Word Embedding: Count-Based and Predictive Models
  
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  02. Word Embedding: Count-Based and Predictive Models File
- Select activity 03. Word Embedding: Contextualized Word Embeddings (Basics)
  
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  03. Word Embedding: Contextualized Word Embeddings (Basics) File
- Select activity 01-02-03. [Reading] Vector Semantics and Embeddings (Stanford)
  
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  01-02-03. [Reading] Vector Semantics and Embeddings (Stanford) File
- Select activity 01-02-03. [Reading] Text Representations and Word Embeddings
  
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  01-02-03. [Reading] Text Representations and Word Embeddings File
- Select activity 04. Text Classification
  
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  04. Text Classification File
- Select activity 04. [Reading] Text Classification Algorithms: A Survey
  
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  04. [Reading] Text Classification Algorithms: A Survey File
- Select activity 04. [Reading] A Survey on Text Classification: From Traditional to Deep Learning
  
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  04. [Reading] A Survey on Text Classification: From Traditional to Deep Learning File
- Select activity 05. Text Clustering
  
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  05. Text Clustering File
- Select activity 06. Topic Modeling
  
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  06. Topic Modeling File
- Select activity 06. [Reading] Probabilistic Latent Semantic Analysis (pLSA)
  
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  06. [Reading] Probabilistic Latent Semantic Analysis (pLSA) File
- Select activity 06. [Reading] Latent Dirichlet Allocation (LDA)
  
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  06. [Reading] Latent Dirichlet Allocation (LDA) File
- Select activity 06. [Reading] BERTopic
  
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  06. [Reading] BERTopic File
- Select activity 07. Text Summarization
  
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  07. Text Summarization File
- Select activity 07. [Reading] A Survey of Text Summarization Techniques
  
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  07. [Reading] A Survey of Text Summarization Techniques File
- Select activity 07. [Reading] A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models
  
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  07. [Reading] A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models File
- Select activity 08. Information Retrieval: Introduction, Web Search, Contextual Search, Personalized Search
  
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  08. Information Retrieval: Introduction, Web Search, Contextual Search, Personalized Search File
- Select activity 08. Information Retrieval: Introduction
  
  Kaltura Video Resource
  
  08. Information Retrieval: Introduction Kaltura Video Resource
- Select activity 08. Information Retrieval: Web Search
  
  Kaltura Video Resource
  
  08. Information Retrieval: Web Search Kaltura Video Resource
- Select activity 08. Information Retrieval: Contextual and Personalized Search
  
  Kaltura Video Resource
  
  08. Information Retrieval: Contextual and Personalized Search Kaltura Video Resource
- Select activity 09. Introduction to RAG
  
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  09. Introduction to RAG File