These are the exercise files used for Data Analysis with Python Essential Training course.
The course outline can be found in
https://www.tertiarycourses.com.sg/python-data-analysis-training-in-singapore.html https://www.tertiarycourses.com.my/python-data-analysis-training-in-malaysia.html
Module 1 Python Data Analysis Libraries
- Data Analysis Components
- Data Analysis Steps
- Python Data Analysis Libraries
Module 2 Overview of Numpy
- What is Numpy?
- 1D and 2D Array
- Array Arithmetics
- Special Functions
- Math Functions
- Selecting and Slicing Array Elements
- Filtering Array Elements
- Transforming Array
- Statistics
Module 3 Data Analysis with Pandas
- Series
- Data Frame
- Selecting/Slicing Data
- Import/Export Data - CSV, Excel, Internet
- Filtering Data
- Missing Data
- Removing Duplicated Data
- Joining Data from Different Sources
- Transforming Data
- Aggregating Data
- Pandas Statistics
Module 4 Data Visualization with Matplotlib & Seaborn
- Overview of Matplotlib & Seaborn
- Plot Types
- Plot Attributes
- Object Oriented Plots
- Time Series Plot
Module 5 Intro to Machine Learning with Scikit-Learn
- Overview of Scikit-Learn
- Supervised and Unsupervised Learning
- Classification
- Regression
- Clustering
- PCA