/PythonDataTraining

Exercise files for Python Data Analysis Training

Primary LanguageJupyter Notebook

Data Analysis with Python Essential Training

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