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Learn Core Python, Numpy and Pandas

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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