A Collection Of Python Programming Resources For Beginners
Prahlad Yeri
Posted on June 18, 2019
(Originally published on https://github.com/prahladyeri/CuratedLists/)
Python Programming Resources
Official docs and other resources
- Python Official docs
- PEP-8 - Guidelines for writing python code
- Python Package Index - The official python package repo
- /r/learnpython wiki
- Unofficial Windows Binaries for Python Extension Packages - Must have resource for Windows users of Python. Provides all the compiled package files in pip installable(*.whl) files.
- Python Zeef List
Libraries
Database Connectivity
- mysql-connector-python - Official mysql client library by Oracle.
- PyMySQL - A pure-Python MySQL client library, based on PEP 249. Apparently faster than the official driver
-
mysqlclient - Another mysql client library implementation. Apparently, the fastest implementation as it is C based. Django's recommended, also used by debian and ubuntu repos for
python3-mysqldb
package. - psycopg2 - Most popular postgresql driver for python.
- SQLAlchemy - The "bread and butter" ORM library in the python world. Extremely versatile and flexible enough to work with almost any RDBMS known to mankind.
Scientific/Statistical
- scipy - Important python package for mathematicians and statisticians.
- numpy - A package for scientific computing.
- matplotlib - A 2d plotting library.
- pandas - High performance Data Analysis library for Python.
- nltk - Widely used Python library in the field of Natural Language Processing.
Machine Learning
- gpt-2 - Neuralnet/AI library, Code from the paper "Language Models are Unsupervised Multitask Learners".
- scikit-learn - A free software machine learning library for the Python programming language.
- tensorflow - A free and open-source software library for dataflow and differentiable programming across a range of tasks.
Networking/Scraping
- requests - A popular library for handling HTTP requests.
- Twisted - An event driven networking engine written in python. Twisted is to python what System.Net is to C# or java.net package is to Java.
- Mechanize - A fully-fledged web-scraping framework written in Python.
Spreadsheets/Documents
-
openpyxl - A pure python library to export/import data in
Microsoft Excel
format. - xlrd - A pure python library to read Microsoft Excel 97 (*.xls) format workbooks.
- python-docx - Python library to write to work with Microsoft Word Documents.
- markdown - Python library to work with markdown format.
- Pandoc - Wonderful tool to convert document from one format to another, supports markdown, reST, doc, docx, pdf and a number of other formats.
- BeautifulSoup - A mind-blowing XML parsing library that is widely used in web-scraping scripts and applications in python.
- lxml - Library to process xml/html with python.
Build and DevOps
- Twine - Utility for interacting with PyPi packaging system.
- PyTest - Perhaps the De-facto testing module in python world.
- sphinx - The standard documentation tool for python.
Others
- Pelican - A static site generator that supports markdown and reST syntax. Written in python.
- pygments - A syntax highlighting package written in Python.
- pygame - A popular python gaming library.
- panda3d - Python graphics library.
- pyglet - Python graphics library.
- Kivy - A modern GUI toolkit for building apps, works seamlessly on Linux, Android, Windows and Mac.
- PySide - Alternative GUI toolkit in Python, the open source version of PyQt which is commercial.
- PySimpleGUI - Another GUI toolkit similar to PyQT and tkinter.
- Tweepy - Library to access tweets using the twitter api.
- pytz - Library to work with time-zones.
- tqdm - Instantly make your loops show a smart progress meter.
Web-Frameworks
- Django - A popular web framework written in Python. Often touted as the web framework for busy journalists with deadlines, Django is very flexible and can be adapted to any web project needs.
-
Flask - A minimalist web framework. While not as popular and stuffed as Django, Flask follows a more
lego block
approach to development - starting from a minimal core, and keep adding as needed. An excellent framework, nevertheless. - Bottle - A single module web framework for Python.
Online tutorials, books, puzzles
- Dive Into Python - Mark Pilgrim - Must read for all python learners and enthusiasts.
- Web Scraping 101 with Python
- Writing a Virtual Machine in Python
- Coding Bat - Python
- Simple Python Programs
- Beginners Guide to Python
- Learn Python, Break Python - A beginners guide
- Automate boring stuff with Python
Popular Youtube channels
💖 💪 🙅 🚩
Prahlad Yeri
Posted on June 18, 2019
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