Course: Text Mining and Search | e-Learning

Section outline

Select section General

General
- Select activity Announcements
  
  Forum
  
  Announcements Forum
- Select activity RECOMMENDED BOOKS
  
  Folder
  
  RECOMMENDED BOOKS Folder
Select section Introduction to the course and to Text Mining (Gabriella Pasi)

Introduction to the course and to Text Mining (Gabriella Pasi)
- Select activity Introduction to the course and to Text Mining
  
  File
  
  Introduction to the course and to Text Mining File
Select section Basic Text Processing (Gabriella Pasi)

Basic Text Processing (Gabriella Pasi)
- Select activity Basic Text Processing
  
  File
  
  Basic Text Processing File
Select section Text Representation (Gabriella Pasi)

Text Representation (Gabriella Pasi)
- Select activity Text Representation: Bag of Words
  
  File
  
  Text Representation: Bag of Words File
Select section POS Tagging and NER (Gabriella Pasi)

POS Tagging and NER (Gabriella Pasi)
- Select activity Part of Speech Tagging
  
  File
  
  Part of Speech Tagging File
- Select activity Named Entity Recognition
  
  File
  
  Named Entity Recognition File
- Select activity EXERCISES ON POS AND NER
  
  Folder
  
  EXERCISES ON POS AND NER Folder
Select section Statistical Language Models (Gabriella Pasi)

Statistical Language Models (Gabriella Pasi)
- Select activity Statistical Language Models
  
  File
  
  Statistical Language Models File
- Select activity Introduction to NLP
  
  File
  
  Introduction to NLP File
Select section Project

Project
- Select activity 00. Project instructions
  
  File
  
  00. Project instructions File
Select section Advanced Text Representation (Viviani)

Advanced Text Representation (Viviani)
- Select activity 01. [Further reading][Chapter] Unsupervised learning of term representations
  
  File
  
  01. [Further reading][Chapter] Unsupervised learning of term representations File
- Select activity 01. Word semantics with vectors
  
  File
  
  01. Word semantics with vectors File
- Select activity 02. Count-based and predictive models
  
  File
  
  02. Count-based and predictive models File
- Select activity 03. Basics on contextualized word embedding
  
  File
  
  03. Basics on contextualized word embedding File
Select section TM&S Tasks (Viviani)

TM&S Tasks (Viviani)
- Select activity 04. Text classification
  
  File
  
  04. Text classification File
- Select activity 05. Text clustering
  
  File
  
  05. Text clustering File
- Select activity 06. Topic modeling
  
  File
  
  06. Topic modeling File
- Select activity 07. Text summarization
  
  File
  
  07. Text summarization File
- Select activity 07. [Further reading] A survey of text summarization techniques
  
  File
  
  07. [Further reading] A survey of text summarization techniques File
- Select activity 07. [Further reading] Recent automatic text summarization techniques: a survey
  
  File
  
  07. [Further reading] Recent automatic text summarization techniques: a survey File
- Select activity 07. [Further reading] Abstractive summarization: A survey of the state of the art
  
  File
  
  07. [Further reading] Abstractive summarization: A survey of the state of the art File
- Select activity 07. [Further reading] Query-based Summarization
  
  File
  
  07. [Further reading] Query-based Summarization File
- Select activity 07. [Further reading] Centroid-based Summarization
  
  File
  
  07. [Further reading] Centroid-based Summarization File
- Select activity 07. [Further reading] ROUGE: A Package for Automatic Evaluation of Summaries
  
  File
  
  07. [Further reading] ROUGE: A Package for Automatic Evaluation of Summaries File
- Select activity 08. Information Retrieval
  
  File
  
  08. Information Retrieval File
- Select activity 08. [Further Reading] An Introduction to Information Retrieval
  
  File
  
  08. [Further Reading] An Introduction to Information Retrieval File
Select section TM&S Labs (Herranz-Celotti)

TM&S Labs (Herranz-Celotti)
- Select activity TMS Tutorial 1
  
  Folder
  
  TMS Tutorial 1 Folder
- Select activity TMS Tutorial 2
  
  File
  
  TMS Tutorial 2 File
- Select activity TMS Tutorial 3
  
  File
  
  TMS Tutorial 3 File