Introduction to Natural Language Processing (NLP)

Table of Contents




Introduction to Natural Language Processing (NLP)

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https://pyimagesearch.com/2022/06/27/introduction-to-natural-language-processing-nlp/

karpathy / minGPT

A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

https://github.com/karpathy/minGPT

Using GPT-3 to explain how code works

One of my favourite uses for the GPT-3 AI language model is generating explanations of how code works. It’s shockingly effective at this: its training set clearly include a vast amount of source code.

https://simonwillison.net/2022/Jul/9/gpt-3-explain-code/

Stop using “pip freeze” for your Python projects

Photo by Dev Benjamin on UnsplashA discussion into why pip freeze is not as cool when it comes to ...

https://towardsdatascience.com/stop-using-pip-freeze-for-your-python-projects-9c37181730f9

Logging in Python: A Developer’s Guide

In this tutorial, you’ll learn how to set up logging in Python using the built-in logging module. You’ll learn the basics of logging, logging variable values and exceptions, configuring custom loggers and formatters, and more.

https://blog.sentry.io/2022/07/19/logging-in-python-a-developers-guide/

Code From Anywhere: Dev Containers and Github Codespaces

Because VS Code can run in the browser, Dev Containers, along with Github Codespaces, also allow you to develop from almost anywhere. They’re great for standardizing development across a team. They can also make working on several repos at once much easier because each repo can have its own specific environment for development.

https://earthly.dev/blog/devcontianers/

TinyFlux

The tiny time series database optimized for your happiness.

https://github.com/citrusvanilla/tinyflux

PRegEx

PRegEx is a Python package that can be used in order to construct Regular Expression patterns in a more human-friendly way.

https://github.com/manoss96/pregex

neural-compressor

An open-source Python library supporting popular model compression techniques on all mainstream deep learning frameworks (TensorFlow, PyTorch, ONNX Runtime, and MXNet)

https://github.com/intel/neural-compressor

Skyplane

Blazing fast bulk data transfers between any cloud.

https://github.com/skyplane-project/skyplane

Frelatage

A Greybox and Coverage-based library to fuzz Python applications.

https://github.com/Rog3rSm1th/Frelatage

3 Simple Ideas From Functional Programming To Improve Your Code

Functional programming is a complex topic to dive into. However, there are 3 simple ideas from functional/declarative code that you can apply to your own code today - without becoming a Haskell expert! This video dives into the details and show you a few examples in Python of how you can use these ideas in both object-oriented and functional/procedural code.

https://www.youtube.com/watch?v=4B24vYj_vaI

django-readers

A lightweight function-oriented toolkit for better organisation of business logic and efficient selection and projection of data in Django projects.

https://github.com/dabapps/django-readers/

htag

A new python library to create UI (or UI toolkit), which can be rendered in anything which can render html/js/css.

https://github.com/manatlan/htag

Build a Passwordless Authentication System Using Django, Twilio Verify, and SendGrid

In this tutorial, you will learn how to create a passwordless authentication system using Twilio Verify, SendGrid, Django, and Python. The proposed authentication system will require users to verify their identity using a one-time password.

https://www.twilio.com/blog/passwordless-authentication-system-django-twilio-verify-sendgrid

termtyper

A typing application to level up your fingers!

https://github.com/kraanzu/termtyper