Introduction

This repository contains learning materials that Tak Yeon Lee takyeonlee@kaist.ac.kr has created for the ID430B Data-Analytics for Designers class at KAIST, Industrial Design department.

Video Lectures

All the lectures have recorded YouTube videos as listed below.

• Week 1
  • Lecture: Course Introduction
• Week 2
  • Lecture: Python Basic & Data Format
  • Tutorial: CSV & JSON
• Week 3
  • Lecture: Descriptive Statistics, Types of Distribution, and Levels of Measurement
  • Tutorial: Descriptive Statistics on JupyterLab
• Week 4-5
  • Lecture: Data Visualization 1/3
  • Tutorial: Basic Chart Drawing
• Week 6
  • Lecture: Data Visualization 2/3
• Week 7
  • Lecture: Data Visualization 3/3
• Week 9
  • Lecture: Probability, Bayes Theorem, and Causal Analysis
• Week 11
  • Lecture: Design Through Experiment: A/B Testing
• Week 12-14
  • Lecture: Tracking User Behaviors from Log Data: Journey Mapping