MTH 208 Exploratory Data Analysis
MTH 208 Exploratory Data Analysis
Course Information
Course Information
Lecture Notes
Lecture Notes
Lesson 01: Introduction to EDA (PDF, HTML)
Lesson 02: Types of Data & Data Structures (PDF, HTML)
Lesson 03: Descriptive Statistics & Data Summarization (PDF, HTML)
Lesson 04: Data Visualization Fundamentals (PDF, HTML)
Lesson 05: Color Theory & Accessibility in Visualization (PDF, HTML)
Lesson 06: Pattern Recognition and Association Analysis (PDF, HTML)
Notebook for the code used in Lesson 06 can be found here.
Lesson 07: Clustering and Dimensionality Reduction (PDF, HTML)
Lesson 08: Time-Series Analysis (PDF, HTML)
Lesson 09: Storytelling with Data (PDF, HTML)
Lesson 10: Ethical Considerations in EDA (PDF, HTML)
Lesson 11: Interactive and Dynamic Visualizations
Lesson 12: Handling Large Datasets
Lesson 13: Modern EDA Tools and Libraries