Data-Mining

This repository contains teaching materials for Data Mining.

You may immediately play around with the notebook through Google Colaboratory. Here are the links:

Data Collection

• Intro to Web Scraping
• Bloomberg Web Scraping
• Selenium: Scraping Dynamic Webpages

Preprocessing

• Basic Preprocessing
• Regular Expressions
• Handling Text Inconsistencies
• Feature Engineering
• Quiz: Regular Expressions

Modeling

• Association Rule Learning
• Association Rule Learning Homework
• Content-Based Filtering
• Similarity Metrics
• Collaborative Filtering
• Classification and Regression
• Clustering
• Outlier Detection

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