Introduction to Natural Language Processing (NLP)

BY
Udemy

Mode

Online

Fees

₹ 449 3399

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

Fees information
₹ 449  ₹3,399
certificate availability

Yes

certificate providing authority

Udemy

The syllabus

Course Introduction

  • Course Intro and Outline

Setup

  • Windows Setup
  • OS X Setup

Python Refresher

  • Lists
  • Dictionaries
  • Loops and Conditionals
  • Functions

NLTK and the Basics

  • Overview - The Natural Language Tool Kit
  • Counting Text
  • Example - Words Per Sentence Trends
  • Frequency Distribution
  • Conditional Frequency Distribution
  • Example - Informative Words
  • Bigrams
  • Overview - Regular Expressions
  • Regular Expression Practice

Tokenization , Tagging, Chunking

  • Overview - Tokenization
  • Tokenization
  • Normalizing
  • Part of Speech Tagging
  • Example - Multiple Parts of Speech
  • Example - Choices
  • Chunking
  • Named Entity Recognition

Custom Sources

  • Overview - Character Encoding
  • Text File
  • HTML
  • URL
  • CSV File
  • Exporting
  • NLTK Resources
  • Example - Remove Stopwords

Projects

  • Sentiment Analysis Intro
  • Basic Sentiment Analysis
  • Gender Prediction Intro
  • Gender Prediction
  • TF-IDF Intro
  • TF-IDF

Appendix

  • Additional NLP Resources
  • Learning Python
  • Future Course Content

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