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GitHub:
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Python RoadMap 2023
Beginner level
Basic of python
1-Variables
2-DataType
3-Control Structure
4-Functions
print():
len():
type():
input():
int(), float(), str():
range():
abs(): .
max(), min():
sum():
round():
sorted():
any(), all():
chr(), ord():
enumerate():
zip():
map():
filter():
open():
dir():
help():
5-Modules
Built-in Module
math
datetime
random
json
csv Comma-Separated Values
re
os
sys
time
argparse
gzip, zipfile, tarfile
collections
itertools
socket
multiprocessing
Standard Library Modules (GUI)
urllib, sqlite3, tkinter, xml, http, email, logging,socket
Third-Party Modules
numpy, pandas, matplotlib, requests, scikit-learn, Django, Flask, TensorFlow, pytest , sqlalchemy , beautifulsoup, pymongo,pytorch, django-rest-framework
Custom Modules:
DataStructure
1-List
2-Tuples
3-Dictionaries
4-Sets
5-Strings
File Handling
1-Reading
2-Writing
Object Oriented Programming
1-Classes
2-Object
3-Inheritance
4-Encapsulation
5-Polymorphism
Error Handling
1-Exception Handling
----------------------------
Intermidiate level
Advance DataStructure
1-Collection Module
2-List Comprehension
3-Generators
4-Iterators
Functional Programming
1-Lambda Functions
Map
Reduce
Recursive
filter
Module and Pakages
APIs
Working with APIs
JSON data
DataBase
1- SQL
2- DJango
Linux
1-linux in python
--------------------
Advance Level
1-Web Development
1-Fask
2-Django
3-Request Lirary
2-Fast APIs
3-Desktop Application
1-PyQT
2-Tkinter
4-Data Manipulation and Visualization
1-Pandas
2-Seaborn
5-Web Scarping
1-BeautifulScope
2-Requests
3-Testing framework
4-Selenium
6-Version Control
1-Git
7-Build Projects
------------
machine learning library
1-Scikit Learn
2-Tensor Flow
3-PyTorch
4-Numpy
5-Pandas
6-Matplotlib
7-NuPIC
8-Ramp
9-Pipenv
10-Bob
11-OpenCV(Important for Camera Projects)
----------
Project on Python
TicTacToe
Rock, Paper, Scissors
Guessing Game
Snake
Application
Alaram Clock
CounterTimmer
Password Generator
Crypto App
Calculator
temperature/measurement converter
Camera Dectection(Using library OpenCV)
=====================================
Python Project Ideas: Advanced Level
chatbot
Program a robot
Program a robot. This requires some hardware (which isn’t usually free), but there are many affordable options out there — and many learning resources, too. Definitely look into Raspberry Pi if you’re not already thinking along those lines.
image recognition app
Make a price prediction model
Create your own sentiment analysis model
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