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