NLP

Deep Dive into NLP

Table of Contents

• Overview
• Guessing Game
• Web Crawler
• WordNet
• Ngrams
• Sentence Parsing
• Chatbot
• ACL Paper Summary
• Text Classification 1
• Text Classification 2
• Special Thanks

Overview

• Report

  • NLP Overview

Guessing Game

• Code

  • Guessing Game

• Topics Covered

  1. Removing non-alpha tokens
  2. Removing stopwords
  3. Lemmatizing tokens
  4. POS tagging

Web Crawler

• Code

  • Web Crawler

• Topics Covered

  1. Filter and Crawl relevant links
  2. Scrape and Clean the web sites data
  3. Calculate TF-IDF
  4. Create Knowledge Base for the chatbot
  5. Storing Knowledge Base to a database

• Report

  • Web Crawler Report

WordNet

• Code

  • WordNet

• Topics Covered

  1. Synset

• Report

  • WordNet Report

Ngrams

• Code

  • Ngrams

• Topics Covered

  1. Unigram
  2. Bigrams

• Narrative

  • Ngrams Narrative

Sentence Parsing

• Topics Covered

  1. PSG Tree
  2. Dependency Parser
  3. SRL Parser

• Summary

  • Sentence Parsing

Chatbot

• Code

  • ChatBot

• Summary

  • Chatbot Report

ACL Paper Summary

• Adaptive Testing and Debugging of NLP Models

  • Review

Text Classification 1

• Code

  • Text Classification 1

• Summary

  • Report

Text Classification 2

• Code

  • Text Classification 2

• Summary

  • Report

Special Thanks

Grateful for Dr. Mazidi, Karen 's exceptional dedication to teaching and creating a supportive learning environment.