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News & links about Python programming.
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How I Built a Deep Learning Library from Scratch Using Only Python, NumPy & Math

This post introduces "ML by Hand," a Python-based machine learning library built from scratch using NumPy for educational purposes, emphasizing transparency and direct correspondence to mathematical formulas over efficiency, contrasting with libraries like PyTorch. The library aims to provide a deeper understanding of deep learning models by stripping down abstraction layers and enabling...

https://www.henrypan.com/blog/2025-02-06-ml-by-hand/
The Ultimate Guide to Django Templates

Learn about Django templates with this guide. Explore what they are, why they're useful, and how to use them. Discover the different types of Django templates.

https://blog.jetbrains.com/pycharm/2025/02/the-ultimate-guide-to-django-templates
Using uv to build and install Python CLI apps

This practical tutorial shows how to use uv to build and install custom Python CLI applications globally on your system.

https://mathspp.com/blog/using-uv-to-build-and-install-python-cli-apps
Introduction to CUDA Programming for Python Developers

https://www.pyspur.dev/blog/introduction_cuda_programming
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Python as a Second Language Empathy

https://ballingt.com/python-second-language-empathy/
My 2025 uv-based Python Project Layout for Production Apps

This video demonstrates how to use uv, a modern Python tool, to transform a simple script into a production-ready application with an optimal project structure. It guides viewers through creating a well-organized FastAPI project, leveraging advanced packaging features like dependency groups, resulting in a scalable and easily shareable codebase.

https://www.youtube.com/watch?v=mFyE9xgeKcA
Programming with LLM Agents in 2025

In this video, Sentdex offers tips and tricks for building with modern LLM agents, using OpenHands as an example but applicable to other web-based UIs and agents. It covers practical advice for leveraging LLMs effectively, with resources including the OpenHands GitHub repository, a neural networks book, and community channels for support and discussion.

https://www.youtube.com/watch?v=WKF__cJTxvg
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