Intro to Data Science
Introduction
Overview
Two Cultures
Python Setup
Python Basics
NumPy & pandas
Data Inspection
Subsetting
EDA
Visualize
Explore
Wrangling
Linear Models
Model Basics
Regression Analysis
ML Basics
Introduction
Regularization
Implementations
K-Nearest Neighbors
Classification
Logistic Regression
Generative Models
Trees
Python Basics
Welcome
Notice
Introduction
Overview
Two Cultures
Python Setup
Python Basics
Exploratory Data Analysis
Visualize
Explore
Wrangling
Linear Models
Model Basics
Regression Analysis
Machine Learning Basics
Introduction
Regularization
Implementations
K-Nearest Neighbors
Classification
Logistic Regression
Generative Models
Tree-based Models
Communicate
Ask
Python Basics
NumPy and pandas
Data Inspection
Subsetting