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News & links about Python programming.
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DuckDB: SQL and DataFrames Just Got Married

This video introduces DuckDB, a lightweight, embedded database that allows running SQL queries directly on Pandas DataFrames without the need for a server, simplifying data analytics. It showcases how DuckDB streamlines operations from in-memory storage to persistent storage and Jupyter integrations, also highlighting multithreading capabilities and extended SQL functionalities.

https://www.youtube.com/watch?v=8SYQtpSk_OI
Getting Started with Real-World Robots

This tutorial will guide you through the process of setting up and training a neural network to autonomously control a real robot.

https://github.com/huggingface/lerobot/blob/main/examples/7_get_started_with_real_robot.md
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