Python for Finance

Topic 1 Get Started on Python

Overview of Python

Setup Python

Code Your First Python Script

Topic 2: Data Types

Number

String

List

Tuple

Dictionary

Set

Topic 3 Operators

Arithmetic Operators

Compound Operators

Comparison Operators

Membership Operators

Logical Operators

Topic 4 Control Structure, Loop and Comprehension

Conditional

Loop

Iterating Over Multiple Sequences

Comprehension

Topic 5 Function

Function Syntax

Return Values

Default Arguments

Variable Arguments

Lambda, Map, Filter

Topic 6 Modules & Packages

Import Modules and Packages

Python Standard Packages

Third Party Packages

Topic 7 Finance Data Preparation

Data Analytics with Pandas

Pandas DataFrame and Series

Import and Export Finance Data

Filter and Slice Finance Data

Clean Missing Data

Topic 8 Finance Data Transformation

Create Computed Data Column

Join Finance Data with Concat, Append and Merge

Aggregate Data with Groupby and Pivot Table

Topic 9 Finance Data Visualization

Visualize Time Series Data with Line Plot

Visualize Statistical Relationships with Scatter Plot

Visualize Categorical Data with Bar Plot and Pie Plot

Visualize Variation with Box Plot

Visualize Distribution with Histogram

Topic 10 Finance Data Analysis

Descriptive Statistics

Rolling Window Average Analysis

Covariance and Correlation

Apply

Data Piping