Learn Core Python, Numpy and Pandas

Publisher : Vishal Kumar Singh

Course Language : English

The course covers Core Python, Numpy and Pandas. Google Python Notebook is used for code.

Following are the topics in Core Python.

• Setting up Google Notebook
• Variables in Python - String, Integer, Boolean
• Python Blocks
• If else statement
• While Loop
• List operations
• Range
• Functions
• Modules
• Exceptions
• File Handling
• Dictionaries
• Tuples
• List Slices
• List Comprehensions
• String functions
• Any,All operations
• Object Oriented Programming
• Magic methods
• Class and Static methods

Following are topics in Numpy and Pandas

• What is Numpy
• Numpy - Add, Subtract, Multiply
• Numpy Dot Product
• Numpy Slicing
• Mixing Integer Indexing And Slice Indexing
• Numpy Array Indexing
• More Array Indexing
• Boolean Array Indexing
• Numpy Sum
• Numpy Reshape
• Numpy  Tensors 1D, 2D,3D
• Numpy Transposing
• Numpy Broadcasting

Pandas

• What is Pandas
• Pandas Series
• Pandas Series Index
• Pandas Advantage Over Numpy
• Pandas Loc and iLoc
• Pandas example - Finding Max
• Pandas Series Addition
• Pandas Apply Function
• Pandas DataFrames Introduction
• Pandas DataFrame Index, Loc and ILoc
• Pandas Sum Along Axis
• Pandas DataFrame Addition
• Pandas DataFrame ApplyMap
• Pandas Reading A CSV File