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Python Tutorials

Python is an open - source programming language which is used for data manipulation, visualization, web-development and deep learning.

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Python Basics:

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  • Types of Variables

  • Data Structures in Python

  • Dictionaries - detailed tutorial

  • All you need to know about Python lists

  • List comprehensions in Python

  • Enumerate function for lists

  • User defined functions (UDFs) in Python

  • Mastering args and kwargs in UDFs

  • Loops in Python - (for and while + break and continue statement)

  • for loop for various iterables

  • Map function

  • Reduce or accumulate function

  • Filter function

  • Lambda functions or lambda expressions

  • iterrows for iterating over dataframes

  • error exceptions with raise- try-except- else- finally

  • zip function and zipped objects

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Data Manipulation:

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  • Pandas explained completely with examples!!!!

  • Creating new columns

  • Renaming columns

  • Setting and filtering index in a data frame

  • Filtering rows and columns in a data frame

  • Creating data frames from dictionaries

  • Group by and aggregate function

  • Concatenating and appending data

  • Creating dummy variables

  • Dealing with duplicate values

  • Dealing with missing values

  • Creating pivot tables

  • Merging data - Joins in Python

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Data Visualisation:

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  • matplotlib explained completely

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