Python For Data science Ai & Development

It cover almost all necessary requirement functions, code, packages for python, numpy and pandas which would be helpful for data science related work.

ROADMAP

1. WRITE YOUR FIRST PYTHON CODE

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Write_your_first_python_code_include_variable_object.ipynb

a)Expression b)Variables

2. string operations

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Strings_OPERATION.ipynb

a)slicing,indexing,striding

3. Tuple

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Tuples.ipynb

a)indexing,slicing,nested tuple

4. List

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Lists.ipynb

5. Dictionaries

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Dictionaries.ipynb

6. Sets

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Sets.ipynb

7. Conditions and Branching

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Conditions%20_if_else.ipynb

a)>,<,==,>=,<=,1= b)if else elif statement c)And,or,Not

8. Loops

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Loops.ipynb

a)for ,while

9. Functions

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Functions.ipynb

a)Collections and Functions b)scope of variable

10. Exceptions Handling

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/ExcecptionHandling.ipynb

a)try and except b)different error

11. Objects and Classes

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Object_and_Classes.ipynb

a)instance b)circle and rectangle class

12. Reading Files with Open

https://nbviewer.org/github/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/ReadFile_and_OpenFile_in_Python.ipynb

a)Reading Text file b)readline()

13. Writing Files with Open

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/WriteFile.ipynb

a)write,append,create,read files

14. Pandas

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/pandas%20tutorial.ipynb

a)acess b)loc and iloc

15. 1D Numpy

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Numpy1D.ipynb

a)What is Numpy? Type

Assign Value

Slicing

Assign Value with List

Other Attributes

Numpy Array Operations

Array Addition

Array Multiplication

Product of Two Numpy Arrays

Dot Product

Adding Constant to a Numpy Array

Mathematical Functions

Linespace

16. 2D numpy

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Numpy2D.ipynb

Data Engineering

Data Engineering Process

Working with different file formats

Data Analysis

Create a 2D Numpy Array

Accessing different elements of a Numpy Array

Basic Operations

17. API

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/_Intro_API_RESTAPI.ipynb

API

REST API

BITCOIN API

18. REST API and Request HTTP

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/Requests_HTTP.ipynb

Understand HTTP

Handle HTTP Requests

19. WEBSCRAPPING

https://github.com/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/WebScraping.ipynb

Beautiful Soup Object

Tag

Children, Parents, and Siblings

HTML Attributes

Navigable String

Filter

find All

find

HTML Attributes

Navigable String

Downloading And Scraping The Contents Of A Web

20. Working with different file formats [CSV,JSON,XML,XLSX]

https://nbviewer.org/github/Rishavraj839/Python-For-Data-science-Ai-Development/blob/main/WorkingWithDifferentFileTypes.ipynb

Data Engineering

Data Engineering Process

Working with different file formats

Data Analysis

LANGUAGE USED

PYTHON

JUPYTER NOTEBOOK

COPYRIGHT

COURSERA

IBM