Intro to Data Science
Home
Introduction
Overview
Two Cultures
Causal Inference
Python Basics
Python Setup
NumPy & pandas
Data Inspection
Subsetting
EDA
Visualize
Explore
Wrangling
Linear Models
Model Basics
Implementations
Regression Analysis
ML Basics
Introduction
Regularization
Implementations
K-Nearest Neighbors
Classification
Logistic Regression
Generative Models
Trees
Notice
Welcome
Introduction
Overview
Two Cultures
Causal Inference
Python Basics
Python Setup
NumPy & pandas
Data Inspection
Subsetting
Exploratory Data Analysis
Visualize
Explore
Wrangling
Linear Models
Model Basics
Implementations
Regression Analysis
Machine Learning Basics
Introduction
Regularization
Implementations
K-Nearest Neighbors
Classification
Logistic Regression
Generative Models
Tree-based Models
Communicate
Ask
Notice
Author
Sungkyun Cho
Published
June 12, 2025