Python for Data Analysis

It's a crash course of Python for DS.

Day 1

Morning session:

• Introduction to Jupyter Notebook environment,
• Basic Python
  • syntax, variables, assignments, data types
  • lists
  • loops
  • functions

Afternoon session:

• Introduction to Object Oriented Programming
  • classes
  • objects
  • magic methods
• Exceptions
• Context managers
• modules, packages, pip

Day 2

Morning session:

• Using pandas:
  • DataFrame
  • Series
  • basic data analysis with pandas
  • selecting

Afternoon session:

• Visualization using matplotlib, seaborn
• Numpy arrays
• scipy statistics package
• scikit-learn intro
• ML example