Python Weekly - Python Weekly - Issue 556

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Welcome to issue 556 of Python Weekly. Let's get straight to the links this week.
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News

Amazon CodeWhisperer- ML-Powered Coding Companion
Amazon launches CodeWhisperer, a GitHub Copilot-like AI pair programming tool.


Articles, Tutorials and Talks

Property-Based Testing In Python 
Hypothesis is an awesome Python package for property-based testing. This video talks about what property-based testing is, and show you a practical example of how to use it to make writing software tests in Python a breeze.

From Zero to Production in less than a day
This post explains how the Media Distillery team makes a new Python service, what such a service looks like and which tools and technologies they use to create and deploy it.

A recipe recommendation system
Learn how to build a recipe recommendation system with Python, embeddings and FAISS.

Reverse Engineering Google Colab
Take a peek into the internals of Google Colab, and discover how we can bend the rules of Colab a little in order to adapt it to our MLOps workflow.

Procedural music composition with Python
An exploration on composing a musical ensemble using arvo and music21 with minimalistic procedural composition techniques.

Python Image Segmentation Tutorial 
This is a tutorial about non-AI based methods to segment images in python. Methods are state of the art.

Custom JSON encoder and decoder
This article explains how to extend the JSON format by using a custom encoder and a custom decoder to turn arbitrary Python objects into JSON and back.

Multiprocessing in Python: The Complete Guide
This guide provides a detailed and comprehensive guide to multiprocessing in Python, including how processes work, how to use processes in multiprocessor programming, concurrency primitives used with processes, common questions, and best practices.

Python Lazy Imports With Cinder

How to Run a Django Migration “By Hand”


Interesting Projects, Tools and Libraries

data-diff
Efficiently diff rows across two different databases.

parti-pytorch
Implementation of Parti, Google's pure attention-based text-to-image neural network, in Pytorch.

YaLM-100B
Pretrained language model with 100B parameters.

Video-Pre-Training
Learning to Act by Watching Unlabeled Online Videos.

quaterion
Blazing fast framework for fine-tuning similarity learning models.

fastapi-postgresql
FastAPI + Postgres project generator.

silero-models
Pre-trained speech-to-text, text-to-speech and text-enhancement models made embarrassingly simple.


New Releases

PyTorch 1.12
This release is composed of over 3124 commits, 433 contributors. Along with 1.12, we are releasing beta versions of AWS S3 Integration, PyTorch Vision Models on Channels Last on CPU, Empowering PyTorch on Intel® Xeon® Scalable processors with Bfloat16 and FSDP API. 
 
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Python Weekly - Issue 555

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