Data Analysis with Python Pandas and NumPy

1. Understand data import and export with Python Pandas. 2. Learn how to use Series and DataFrame data types. 3. Learn how to use functions such as groupby, merge and pivot tables for data aggregation. 4. Understand the fundamental of NumPy and Matplotlib. 5. Learn how to use Linear Algebra package and Optimization package. 6. Understand the Statistics package and Signal Processing Package.

1. Basics of NumPy 2. Numerical Analysis 3. Linear Algebra 4. Statistics 5. Data Preparation 6. Data Transformation 7. Data Visualisation 8. Data Analysis