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# Python
!!! info "Architectural Context"
Detailed reference for Python in the context of Developer Ecosystem.
## Standard Reference
- [Full Stack Python is an open book that explains each Python web application stack layer and provides the best web resources for those topics](http://www.fullstackpython.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [Full Stack Python: Best Python Resources](http://www.fullstackpython.com/best-python-resources.html)
- [realpython.com](http://realpython.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [LearnPython.org interactive Python tutorial](http://www.learnpython.org) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [The docker-py repository: an API client for docker written in Python](http://docker-py.readthedocs.org) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [pyvideo.org](http://pyvideo.org) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Talk Python To Me Podcast](http://talkpython.fm) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [Transcript for Episode #39: Getting your first dev job as a Python developer (part 1)](http://talkpython.fm/episodes/transcript/39/getting-your-first-dev-job-as-a-python-developer-part-1)
- [Microsoft: Python Engineering](https://devblogs.microsoft.com/python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [blog.pythonlibrary.org 🌟](http://www.blog.pythonlibrary.org) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [nixCraft: Python Execute Unix/Linux Command Examples 🌟](http://www.cyberciti.biz/faq/python-execute-unix-linux-command-examples) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Setting up Python on OSX: UPDATED](http://staticnat.com/setting-up-python-on-osx) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Don't Make Us Say We Told You So: virtualenv for New Pythonistas](http://pyvideo.org/video/3460/dont-make-us-say-we-told-you-so-virtualenv-for) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [commandlinefu.com: pip install into current directory without virtualenv](http://www.commandlinefu.com/commands/view/17656/pip-install-into-current-directory-without-virtualenv) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Talk Python To Me Podcast. Episode #36: Python IDEs with the PyCharm team](http://talkpython.fm/episodes/show/36/python-ides-with-the-pycharm-team) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [My top 5 ‘new’ Python modules of 2015](http://blog.rtwilson.com/my-top-5-new-python-modules-of-2015) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Why Python 3 exists](http://www.snarky.ca/why-python-3-exists) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [stackoverflow: Create dictionary from splitted strings from list of strings](http://stackoverflow.com/questions/34319156/create-dictionary-from-splitted-strings-from-list-of-strings) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [If you don't like exceptions, you don't like Python](http://stupidpythonideas.blogspot.com.es/2015/05/if-you-dont-like-exceptions-you-dont.html) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Stop writing code that will break on Python 4!](http://astrofrog.github.io/blog/2016/01/12/stop-writing-python-4-incompatible-code) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [github: Python3 in one pic](https://github.com/rainyear/python3-in-one-pic) <span class='md-tag md-tag--info'>⭐ 5013</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
- [devbattles.com: Python list. Functions and Methods lists](http://www.devbattles.com/en/sand/post-1754-Python_list_Functions_and_Methods_lists) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [devbattles.com: Python: sorting lists by .sort () with - in simple words](http://www.devbattles.com/en/sand/post-1752-Python_sorting_lists_by_sort__with__in_simple_words) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Create a GUI Application Using Qt and Python in Minutes: Example Web Browser](http://www.digitalpeer.com/blog/create-a-gui-application-using-qt-and-python-in-minutes-example-web-browser) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [stackoverflow: Problems installing python3 on RHEL 🌟](http://stackoverflow.com/questions/8087184/problems-installing-python3-on-rhel) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [PEP 8 Cheatsheet 🌟](https://www.scribd.com/document/207247675/PEP-8-Cheatsheet-2009) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Lists vs. Tuples](http://nedbatchelder.com/blog/201608/lists_vs_tuples.html) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [thenextweb.com: 6 practical tricks every Python developer should have](https://thenextweb.com/news/6-practical-tricks-every-python-developer-should-have) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [digitalocean.com: How To Code in Python 3 🌟](https://www.digitalocean.com/community/tutorial-series/how-to-code-in-python-3) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [aigents.co: Data Structures and Python 🌟](https://aigents.co/data-science-blog/coding-tutorial/data-structures-and-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [doppler.com: Using Environment Variables in Python for App Configuration 🌟](https://www.doppler.com/blog/environment-variables-in-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [blog.adnansiddiqi.me: Getting started with Elasticsearch 7 in Python 🌟](http://blog.adnansiddiqi.me/getting-started-with-elasticsearch-7-in-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [theglitchblog.com: Logging in Python Using Best Practices](https://theglitchblogcom.wordpress.com/2021/06/17/logging-in-python-using-best-practices) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [infoworld.com: How to use the Python for loop](https://www.infoworld.com/article/2267127/how-to-use-the-python-for-loop.html) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [geeksforgeeks.org: Top 10 Advance Python Concepts That You Must Know](https://www.geeksforgeeks.org/blogs/top-10-advance-python-concepts-that-you-must-know) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [pythonsimplified.com: How to schedule Python scripts using schedule library](https://hewing.foliotek.me) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [aigents.co: Pro Python Tips for Data Analysts](https://aigents.co/data-science-blog/coding-tutorial/pro-python-tips-for-data-analysts) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [redhat.com: Packaging applications to install on other machines with Python](https://www.redhat.com/en/blog/packaging-applications-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [redhat.com: Writing and unit testing a Python application to query the RPM database](https://www.redhat.com/en/blog/query-rpm-database-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [searchenginejournal.com: An Introduction To Python & Machine Learning For Technical SEO](https://www.searchenginejournal.com/python-machine-learning-technical-seo/430000) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [morioh.com: How to create Google Map in Python using Gmaps](https://morioh.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [github.blog: Why Python keeps growing, explained](https://github.blog/developer-skills/programming-languages-and-frameworks/why-python-keeps-growing-explained) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [realpython.com: Evaluate Expressions Dynamically With Python eval() (Overview)](https://realpython.com/videos/python-eval-overview) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [genbeta.com: Ocho canales de YouTube para aprender Python desde cero hasta nivel experto](https://www.genbeta.com/a-fondo/ocho-canales-youtube-para-aprender-python-cero-nivel-experto-1) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [gettopical.com: Get Django Latest News](http://gettopical.com/djangoframework) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [realpython.com: Django Development With Docker Compose and Machine](https://realpython.com/learning-paths/django-web-development) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [TaskBuster Django Tutorial, made with Django 1.8 and Python 3](http://www.marinamele.com/taskbuster-django-tutorial) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [TDD with Django, from scratch: a beginner's intro to testing and web development](http://www.pyvideo.org/video/3509/tdd-with-django-from-scratch-a-beginners-intro) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Installing and Configuring Django Web Framework with Virtual Environments in CentOS/Debian](http://www.tecmint.com/install-and-configure-django-web-framework-in-centos-debian-ubuntu) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [github.com: Django app + RESTful API for automatic billing](https://github.com/silverapp/silver) <span class='md-tag md-tag--info'>⭐ 309</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Getting Started with Django REST Framework (DRF) and AngularJS (Part 1)](http://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-1) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [Getting Started with Django REST Framework (DRF) and AngularJS (Part 2)](http://engineroom.trackmaven.com/blog/getting-started-drf-angularjs-part-2)
- [Part 2 Supplementary Code](https://github.com/TrackMaven/getting-started-with-drf-angular/tree/part-2)
- [webcodegeeks.com: Python Django Tutorial](http://www.webcodegeeks.com/python/python-django-tutorial) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [digitalocean.com: Building a REST API With Django REST Framework](https://www.digitalocean.com/community/tech-talks/building-a-rest-api-with-django-rest-framework) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [github.com: Django Sage Painless](https://github.com/sageteamorg/django-sage-painless) <span class='md-tag md-tag--info'>⭐ 60</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [dev.to: Building a REST API with Django REST Framework 🌟](https://dev.to/nagatodev/how-to-connect-django-to-reactjs-part-2-2oje) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Flask Documentation 🌟](https://flask.palletsprojects.com/en/stable) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [The Flask Mega-Tutorial: Now with Python 3 Support](http://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-now-with-python-3-support) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [realpython.com: Discover Flask, Part 1 - Setting Up a Static Site](https://realpython.com/learning-paths/flask-by-example) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [devbattles.com: Python Flask, Part 1: Hello World!](http://www.devbattles.com/en/sand/post-1757-Python_Flask_Part_1_Hello_World) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [blog.adnansiddiqi.me: Create your first REST API in FastAPI 🌟](http://blog.adnansiddiqi.me/create-your-first-rest-api-in-fastapi) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [wheel replaces Python's eggs](https://wheel.readthedocs.io/en/stable) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Speed up pip install](http://blog.ionelmc.ro/2015/01/02/speedup-pip-install) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Python Feature Flag Resources/Solutions](http://featureflags.io/python-feature-flags) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [nylas.com: Profiling Python in Production](https://www.nylas.com/blog/performance) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [gabbi - Declarative HTTP testing library pypi](http://pypi.python.org/pypi/gabbi) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [pbpython.com: Practical Business Python](http://pbpython.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [pbpython.com: Pandas Pivot Table Explained](http://pbpython.com/pandas-pivot-table-explained.html)
- [pbpython.com: Collecting Data with Google Forms and Pandas](http://pbpython.com/pandas-google-forms-part1.html)
- [pandas.pydata.org: Reshaping by pivoting DataFrame objects](http://pandas.pydata.org/pandas-docs/stable/reshaping.html) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [analyticsvidhya.com: A Complete Tutorial to Learn Data Science with Python from Scratch](http://www.analyticsvidhya.com/blog/2016/01/complete-tutorial-learn-data-science-python-scratch-2) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [analyticsvidhya.com: Tutorial – Python List Comprehension With Examples](http://www.analyticsvidhya.com/blog/2016/01/python-tutorial-list-comprehension-examples) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [github.com/gventuri/pandas-ai](https://github.com/sinaptik-ai/pandas-ai) <span class='md-tag md-tag--info'>⭐ 23550</span> <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
- [PandasDatabase is a RESTful database engine application built on top of Pandas](https://pypi.org/project/pddb) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [orchest.io](https://orchest.io) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Dead simple {for devs} python crawler (script) for extracting structured data from any website into CSV](http://blog.webhose.io/2015/08/16/dead-simple-for-devs-python-crawler-script-for-extracting-structured-data-from-any-almost-website-into-csv) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Python Multi-Process Execution Pool](https://github.com/eXascaleInfolab/PyExPool) <span class='md-tag md-tag--info'>⭐ 168</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Ansible and AWS: cloud IT automation management](http://cloudacademy.com/blog/ansible-aws) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Managing the Cloud with a Few Lines of Python (EuroPython 2014)](http://pyvideo.org/video/2987/managing-the-cloud-with-a-few-lines-of-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [ec2-ssh-yplan: A pair of command line utilities for finding and SSH-ing into your Amazon EC2 instances by tag (such as ‘Name’)](https://pypi.org/project/ec2-ssh-yplan) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [PyInstaller is a program that freezes (packages) Python programs into stand-alone executables, under Windows, Linux, Mac OS X, FreeBSD, Solaris and AIX](http://www.pyinstaller.org) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — - [PyInstaller official GIT repository](https://github.com/pyinstaller/pyinstaller)
- [DictMySQL: A MySQL class for more convenient database manipulation with Python dictionary](https://github.com/gyli/DictMySQL) <span class='md-tag md-tag--info'>⭐ 56</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [WinPython: Portable Scientific Python 2/3 32/64bit Distribution for Windows](http://sourceforge.net/projects/winpython) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Scrapy](http://scrapy.org) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [First web scraper](https://first-web-scraper.readthedocs.io/en/latest) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Jython is a language that makes it easy to create projects with libraries from Python and Java.](http://www.oraclejavamagazine-digital.com/javamagazine_twitter/20151112?pg=43#pg43) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Click 🌟](https://click.palletsprojects.com/en/stable) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [digitalocean.com python 🌟](https://www.digitalocean.com/community/tags/python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Learn Python 'subreddit'](https://www.reddit.com/r/learnpython) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Dough Hellmann - Python, OpenStack and Open Source](https://doughellmann.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Awesome Python 🌟](https://github.com/vinta/awesome-python) <span class='md-tag md-tag--info'>⭐ 298980</span> <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
- [Awesome Django. A curated list of awesome Django apps, projects and resources](https://gitlab.com/rosarior/awesome-django) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [fedoralovespython.org 🌟](https://fedoralovespython.org) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [futurecoder.io](https://futurecoder.io) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [github.com/Asabeneh/30-Days-Of-Python](https://github.com/Asabeneh/30-Days-Of-Python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Python progression path - From apprentice to guru](https://stackoverflow.com/questions/2573135/python-progression-path-from-apprentice-to-guru) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [reddit: Why Python](https://www.reddit.com/r/Python/comments/3ylxmk/why_python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Python 3.4 Programming Tutorials - YouTube](https://www.youtube.com/playlist?list=PL6gx4Cwl9DGAcbMi1sH6oAMk4JHw91mC_) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [reddit.com: Modules every python developer should know](https://www.reddit.com/r/Python/comments/3yg2u4/modules_every_python_developer_should_know) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [reddit.com: My thoughts about moving from Python 2.7 to Python 3.x](https://www.reddit.com/r/Python/comments/3yjlim/my_thoughts_about_moving_from_python_27_to_python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Yagmail: Python e-mail library](https://github.com/kootenpv/yagmail) <span class='md-tag md-tag--info'>⭐ 2726</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [How To Deadlock Your Python With getaddrinfo()](https://emptysqua.re/blog/getaddrinfo-deadlock) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [New String Formatting in Python 3.6](https://zerokspot.com/weblog/2015/12/31/new-string-formatting-in-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [en.wikibooks.org: Python Programming](https://upload.wikimedia.org/wikipedia/commons/9/91/Python_Programming.pdf) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [tqdm: Instantly make your python loops show a progress meter - just wrap' any iterator with "tqdm(iterator)", and you're done!](https://github.com/noamraph/tqdm) <span class='md-tag md-tag--info'>⭐ 2767</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [reddit.com: Functions vs. Classes](https://www.reddit.com/r/learnpython/comments/40rieo/functions_vs_classes) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Complexity of Python Operations](https://www.ics.uci.edu/~pattis/ICS-33/lectures/complexitypython.txt) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [reddit.com: Multiprocessing vs Threading?](https://www.reddit.com/r/learnpython/comments/418z8b/multiprocessing_vs_threading) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Python FAQ: Why should I use Python 3? 🌟](https://eev.ee/blog/2016/07/31/python-faq-why-should-i-use-python-3) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [linuxconfig.org: python tuples 🌟](https://linuxconfig.org/python-tuples) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [digitalocean.com: How To Use the Python Map Function 🌟](https://www.digitalocean.com/community/tutorials/how-to-use-the-python-map-function) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [tryolabs.com: Top 10 Python libraries of 2020](https://tryolabs.com/blog/2020/12/21/top-10-python-libraries-of-2020) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [blog.logrocket.com: Django REST framework alternatives](https://blog.logrocket.com/django-rest-framework-alternatives) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [towardsdatascience.com: Unexpected Size of Python Objects in Memory](https://towardsdatascience.com/the-strange-size-of-python-objects-in-memory-ce87bdfbb97f) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [realpython.com: Python Microservices With gRPC 🌟](https://realpython.com/python-microservices-grpc) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [dashbird.io: How I Manage Credentials in Python Using AWS Secrets Manager](https://dashbird.io/blog/aws-secrets-manager-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [freecodecamp.org: The Python Handbook 🌟](https://www.freecodecamp.org/news/the-python-handbook) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [towardsdatascience.com: 7 Must-Know Data Wrangling Operations with Python' Pandas](https://towardsdatascience.com/7-must-know-data-wrangling-operations-with-python-pandas-849438a90d15) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [towardsdatascience.com: All The Important Features and Changes in Python' 3.10](https://towardsdatascience.com/all-the-important-features-and-changes-in-python-3-10-e3d1fe542fbf) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [freecodecamp.org: Python Map Function – How to Map a List in Python 3.0,' With Example Code](https://www.freecodecamp.org/news/python-map-function-how-to-map-a-list-in-python-3-0-with-example-code) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [martinheinz.dev: Boost Your Python Application Performance using Continuous' Profiling](https://martinheinz.dev/blog/89) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [anaconda.com: Why Data Scientists Should Be Excited About Python in Excel](https://www.anaconda.com/blog/why-data-scientists-should-be-excited-about-python-in-excel) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [python.plainenglish.io: REST: A Quick Guide to Building Scalable and Flexible' Systems Using HTTP](https://python.plainenglish.io/rest-a-quick-guide-to-building-scalable-and-flexible-systems-using-http-62154841eefd) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [medium.com/bitgrit-data-science-publication: latexify: Writing LaTeX with' Python](https://medium.com/bitgrit-data-science-publication/latexify-writing-latex-with-python-6c0fa4b2e9d5) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [pypi.org/project/latexify-py](https://pypi.org/project/latexify-py) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [freecodecamp.org: How to Build an Online Banking System – Python Object-Oriented' Programming Tutorial](https://www.freecodecamp.org/news/how-to-build-an-online-banking-system-python-oop-tutorial) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [github.com/reactive-python/reactpy](https://github.com/reactive-python/reactpy) <span class='md-tag md-tag--info'>⭐ 8138</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
- [opensource.com: Make your API better with this positional trick from Python' 3.8](https://opensource.com/article/21/5/python-38-features) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Project Thoth](https://thoth-station.ninja) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [developers.redhat.com: Thoth prescriptions for resolving Python dependencies](https://developers.redhat.com/articles/2021/09/22/thoth-prescriptions-resolving-python-dependencies) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Python Data Science Handbook 🌟](https://jakevdp.github.io/PythonDataScienceHandbook) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [github.dev: Python Data Science Handbook](https://github.dev/jakevdp/PythonDataScienceHandbook/tree/master/notebooks) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [automatetheboringstuff.com: Automate the Boring Stuff with Python](https://automatetheboringstuff.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [CodingEntrepreneurs youtube channel](https://www.youtube.com/user/CodingEntrepreneurs) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [dev.to: Data Migration from Monolith to Microservice in Django](https://dev.to/balwanishivam/data-migration-from-monolith-to-microservice-in-django-5b9m) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [betterprogramming.pub: Dockerize Your Django Apps](https://betterprogramming.pub/dockerize-your-django-apps-428189407c69) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [mherman.org: Scaling Flask with Kubernetes 🌟](https://mherman.org/presentations/flask-kubernetes) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [kdnuggets.com: How to Deploy a Flask API in Kubernetes and Connect it with' Other Micro-services](https://www.kdnuggets.com/2021/02/deploy-flask-api-kubernetes-connect-micro-services.html) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [freecodecamp.org: How to Dockerize a Flask Application](https://www.freecodecamp.org/news/how-to-dockerize-a-flask-app) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [rajansahu713.medium.com: Hands-On Guide to Restful API using Flask Python](https://rajansahu713.medium.com/hands-on-guide-to-restful-api-using-flask-python-16270f866ffe) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [fastapi.tiangolo.com](https://fastapi.tiangolo.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [freecodecamp.org: How to Create Microservices with FastAPI](https://www.freecodecamp.org/news/how-to-create-microservices-with-fastapi) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [freecodecamp.org: FastAPI Course – Code APIs Quickly](https://www.freecodecamp.org/news/fastapi-helps-you-develop-apis-quickly) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [reddit: Ship Better Python Using Feature Flags](https://www.reddit.com/r/Python/comments/3zl3g4/ship_better_python_using_feature_flags) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [reddit: Real examples of unit testing](https://www.reddit.com/r/learnpython/comments/3zl0p6/real_examples_of_unit_testing) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Profiling Python using cProfile: a concrete case](https://julien.danjou.info/blog/2015/guide-to-python-profiling-cprofile-concrete-case-carbonara) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [tracker: A time machine for debugging pesky stateful errors](https://github.com/madisonmay/tracker) <span class='md-tag md-tag--info'>⭐ 36</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [coursereport.com: A Beginner’s Guide to Python for Cybersecurity](https://www.coursereport.com/blog/python-for-cyber-security-with-flatiron-school) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Getting Started with Data Wrangler in VS Code](https://code.visualstudio.com/docs/datascience/data-wrangler) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [towardsdatascience.com: Unlimited scientific libraries and applications' in Kubernetes, instantly!](https://towardsdatascience.com/unlimited-scientific-libraries-and-applications-in-kubernetes-instantly-b69b192ec5e5) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [huyenchip.com: Why data scientists shouldn’t need to know Kubernetes](https://huyenchip.com/2021/09/13/data-science-infrastructure.html) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [realpython.com: Machine Learning With Python 🌟🌟🌟](https://realpython.com/learning-paths/machine-learning-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [oreilly.com: how to use pivot tables in Pandas step-by-step](https://www.oreilly.com/learning/pivot-tables) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Reshaping in Pandas – Pivot, Pivot-Table, Stack and Unstack explained with Pictures](https://nikolaygrozev.wordpress.com/2015/07/01/reshaping-in-pandas-pivot-pivot-table-stack-and-unstack-explained-with-pictures) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [analyticsvidhya.com: Cheat Sheet for Exploratory Data Analysis in Python' 🌟](https://www.analyticsvidhya.com/blog/2015/06/infographic-cheat-sheet-data-exploration-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [pandastutor.com 🌟](https://pandastutor.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [betterprogramming.pub: Pandas Illustrated: The Definitive Visual Guide to' Pandas](https://betterprogramming.pub/pandas-illustrated-the-definitive-visual-guide-to-pandas-c31fa921a43) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [Python 3 standard library Module of the Week, Doug Hellmann](https://pymotw.com) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [Boto](https://github.com/boto/boto) <span class='md-tag md-tag--info'>⭐ 6432</span> <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span>
- [Migrating to Boto3](https://aws.amazon.com/es/blogs/developer/migrating-to-boto3) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [dashbird.io: Explaining boto3: how to use any AWS service with python](https://dashbird.io/blog/boto3-aws-python) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [dashbird.io: 8 Must-Know Tricks to Use S3 More Effectively in Python](https://dashbird.io/blog/aws-s3-python-tricks) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [hands-on.cloud: Quick Intro To Python 3 for AWS Automation Engineers 🌟](https://hands-on.cloud/quick-introduction-to-python-for-aws-automation-engineers) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [medium.com/@d.deloatch: How to Stop all Instances Using AWS SDK for Python' (Boto3)](https://medium.com/@d.deloatch/how-to-stop-all-instances-using-aws-sdk-for-python-boto3-2e02af03177) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [pyxll-jupyter: Integration for Jupyter notebooks and Microsoft Excel](https://github.com/pyxll/pyxll-jupyter) <span class='md-tag md-tag--info'>⭐ 161</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
- [medium: Build Interactive CLI Tools in Python](https://medium.com/codestory/build-interactive-cli-tools-in-python-47303c50d75) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [joke2k/faker 🌟](https://github.com/joke2k/faker) <span class='md-tag md-tag--info'>⭐ 19257</span> <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
- [makeuseof.com: 10 Useful Tools for Python Developers](https://www.makeuseof.com/python-developer-tools) <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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- [github.com/bloomberg/memray 🌟🌟](https://github.com/bloomberg/memray) <span class='md-tag md-tag--info'>⭐ 15046</span> <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
- [github.com/microsoft/pyright](https://github.com/microsoft/pyright) <span class='md-tag md-tag--info'>⭐ 15447</span> <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span>
- [github.com/kodemore/chili](https://github.com/kodemore/chili) <span class='md-tag md-tag--info'>⭐ 73</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
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## Machine Learning
### Deep Learning Foundations
#### Large Language Models
- [LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch) <span class='md-tag md-tag--info'>⭐ 95379</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span> <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Highly acclaimed code-first textbook guiding the creation of a Large Language Model (LLM) from scratch in PyTorch. Illustrates attention mechanisms, tokenizers, training loops, and weight loadings.
---
💡 **Explore Related:** [Java And Java Performance Optimization](./java-and-java-performance-optimization.md) | [Java_Frameworks](./java_frameworks.md) | [API](./api.md)
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