Modelling
13
Unsupervised Learning
Python Essentials for Wrestling with Data
Preface
The Very Basics
1
Introduction
2
Control Flow Statements
3
Functions
Basic Data Manipulation
4
NumPy
5
Pandas Basics
6
Working with DataFrames
Data Visualization
7
Data visualisation with Matplotlib
8
Seaborn for data visualisation
Modelling
9
Linear regression
10
Logistic regression
11
Decision Trees
12
Gradient Boosting
13
Unsupervised Learning
Wrapping up
14
Summary
References
Appendices
A
Installing Python
B
Setting up a Conda environment
Modelling
13
Unsupervised Learning
13
Unsupervised Learning
Work in progress…
12
Gradient Boosting
14
Summary