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News & links about Python programming.
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Memory Management in Python

Understanding memory management is a superpower that will help you design memory-efficient applications and make it easier to debug memory issues. This post is a deep dive into the internals of CPython.

https://www.honeybadger.io/blog/memory-management-in-python/
Deploying Python web apps as AWS Lambda functions

AWS Lambda can host functions written in Python. These are "scale to zero" - my favorite definition of serverless! - which means you only pay for the traffic that they serve. A project with no traffic costs nothing to run. Here's how to deploy a Python web application as a Lambda function.

https://til.simonwillison.net/awslambda/asgi-mangum
Yes, Python Has a Built-In Database. Here’s How to Use It.

A simple guide to SQLite in Python.Continue reading on Towards Data Science ...

https://towardsdatascience.com/yes-python-has-a-built-in-database-heres-how-to-use-it-b3c033f172d3
Using Asyncio and Batch APIs for Remote Services

Call batch APIs using Python's asyncio. Process multiple requests with a single call for better performance. Async Python functions in Excel can benefit from using batch APIs.

https://www.blog.pythonlibrary.org/2022/09/20/using-asyncio-and-batch-apis/
Invasive procedures: Python affordances for performance measurement

When your Python code is too slow, you need to identify the bottleneck that’s causing it: ...

https://pythonspeed.com/articles/measuring-python-performance/
redframes

A data manipulation library for ML and visualization. It is fully interoperable with pandas, compatible with scikit-learn, and works great with matplotlib!

https://github.com/maxhumber/redframes
How to Build an Audio Intelligence Dashboard with Gradio

Gradio allows you to easily create shareable apps using only Python. Learn how to build a dashboard for Audio Intelligence Analysis in this easy-to-follow tutorial.

https://www.assemblyai.com/blog/how-to-build-an-audio-intelligence-dashboard-with-gradio/