YoVDO

Topic Modeling for Spice Girls Lyrics

Offered By: Julia Silge via YouTube

Tags

Text Analysis Courses Machine Learning Courses R Programming Courses Data Preparation Courses Topic Modeling Courses

Course Description

Overview

Explore topic modeling, an unsupervised machine learning technique for discovering themes in text data, through an analysis of Spice Girls lyrics. Learn how to prepare text, train a model, and interpret results using R and the #TidyTuesday dataset. Follow along with a step-by-step demonstration covering data preparation, model training, and in-depth exploration of the findings. Gain practical insights into applying topic modeling to song lyrics and understanding the underlying themes in popular music.

Syllabus

Introduction
Data
Topic modeling
Topic models
Tidy
Estimates
Conclusion


Taught by

Julia Silge

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity Natural Language Processing
Columbia University via Coursera Probabilistic Graphical Models 1: Representation
Stanford University via Coursera Computer Vision: The Fundamentals
University of California, Berkeley via Coursera Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent