These are the exercise files used for Python for Finance course.
The course outline can be found in
https://www.tertiarycourses.com.sg/python-pandas-training-finance.html
https://www.tertiarycourses.com.my/python-pandas-training-finance-malaysia.html
Topic 1 Get Started on Python
- Overview of Python
- Set 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
- 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
- Data Piping
- Apply