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News & links about Python programming.
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Build dashboard in Python with automatic updates and email notifications

Do you need to monitor data from multiple sources and act based on their values? If you answered yes, then it means that you need a dashboard. This post will show you how to create a dashboard in Python. It will automatically update the values in the dashboard and send email notifications based on monitored values. The dashboard will be deployed to the Amazon AWS cloud service.

https://mljar.com/blog/python-dashboard/
Ask HN: How is Python's OOP is superior vs. Lisp CLOS?

https://news.ycombinator.com/item?id=31808632
Shapash – Python library to make machine learning interpretable

https://maif.github.io/shapash/
Show HN: Meadowrun automates the tedious details of running Python on AWS/Azure

https://meadowrun.io
The Annotated Transformer

The Transformer has been on a lot of people’s minds over the last five years. This post presents an annotated version of the paper in the form of a line-by-line implementation.

http://nlp.seas.harvard.edu/annotated-transformer/
Design Patterns in Machine Learning Code and Systems

Design patterns are not just a way to structure code. They also communicate the problem addressed and how the code or component is intended to be used. Here are some patterns I’ve observed in machine learning code and systems.

https://eugeneyan.com/writing/design-patterns/
Cython for absolute beginners: 30x faster code in two simple steps

Easy Python code compilation for blazingly fast applicationsContinue reading on Towards Data ...

https://towardsdatascience.com/cython-for-absolute-beginners-30x-faster-code-in-two-simple-steps-bbb6c10d06ad
Parallelization with MultiProcessing in Python

Run your data science tasks in parallel to speed up computation timeContinue reading on Towards ...

https://towardsdatascience.com/parallelization-w-multiprocessing-in-python-bd2fc234f516