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Udemy

Data Science: NLP and Sentimental Analysis in R

via Udemy

Overview

Learn Natural Language Processing and Sentimental Analysis using "The Big Bang Theory" show script in R.

What you'll learn:
  • Use R for Data Science and Machine Learning
  • Provides the entire toolbox you need to become a NLP engineer
  • Learn how to pre-process data
  • Apply your skills to real-life business cases
  • Able to perform web scraping
  • Learn text mining
  • able to perform sentimental analysis on any text

Caution before taking this course:

This course does not make you expert in R programming rather it will teach you concepts which will be more than enough to be used in machine learning and natural language processing models.

About the course:

In this practical, hands-on course you’ll learn how to program in R and how to use R for effective data analysis, visualization and how to make use of that data in a practical manner. You will learn how to install and configure software necessary for a statistical programming environment and describe generic programming language concepts as they are implemented in a high-level statistical language.

Our main objective is to give you the education not just to understand the ins and outs of the R programming language, but also to learn exactly how to become a professional Data Scientist with R and land your first job.

This course covers following topics:

1. R programming concepts:variables, data structures:vector, matrix, list, data frames/ loops/ functions/ dplyr package/ apply() functions

2. Web scraping:How to scrape titles, link and store to the data structures

3. NLP technologies:Bag of Word model, Term Frequency model, Inverse Document Frequency model

4. Sentimental Analysis:Bing and NRC lexicon

5. Text mining

By the end of the course you’ll be in a journey to become Data Scientist with R and confidently apply for jobs and feel good knowing that you have the skills and knowledge to back it up.

Syllabus

  • Introduction
  • Essentials: R programming
  • IMPORTANT: Data Structures in R
  • Miscellaneous
  • Building Logic in R
  • The "dplyr" package to handle data
  • Introduction to Text mining
  • Important Terminologies
  • Project: Sentimental Analysis with R

Taught by

Sachin Kafle

Reviews

4.6 rating at Udemy based on 12 ratings

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