|   |  |   |  |   |   |   |    |    | How to Manage Python Projects With pyproject.tomlLearn how to manage Python projects with the pyproject.toml configuration file. In this tutorial, you’ll explore key use cases of the pyproject.toml file, including configuring your build, installing your package locally, managing dependencies, and publishing your package to PyPI.
 REAL PYTHON
 
 Mastering DuckDB When You’re Used to pandas or Polars
 Why use DuckDB / SQL at all if you’re used to dataframes? This article makes the case for some reasons why, and shows how to perform some operations which in dataframe are basic but in SQL aren’t necessarily obvious
 MARCO GORELLI • Shared by Marco Gorelli
 
 Lighter, Faster Object Segmentation with Intel AI, Powered by OpenVINO
 Meet EfficientSAM—a high-performance version of SAM, designed for greater efficiency. Optimized to run locally and open source, it’s built so you can see a needle in a haystack. Get the code on GitHub.
 INTEL CORPORATIONsponsor
 
 Update on Flet: Python + Flutter UIs
 Talk Python interviews Feodor Fitsner and they talk about Flet, a Python UI framework that is distributed and executed on the Flutter framework.
 KENNEDY & FITSNER podcast
 
 Django 5.2 Beta 1 Released
 DJANGO SOFTWARE FOUNDATION
 
 Quiz: Python Keywords: An Introduction
 REAL PYTHON
 
 
 
 DiscussionsFiction/Non-Fiction Books on the Topic of CS?
 HACKER NEWS
 
 Can I Really Create a Company Around Open-Source Software?
 HACKER NEWS
 
 
 
 Articles & TutorialsTelling Effective Stories With Your Python Visualizations
 How do you make compelling visualizations that best convey the story of your data? What methods can you employ within popular Python tools to improve your plots and graphs? This week on the show, Matt Harrison returns to discuss his new book “Effective Visualization: Exploiting Matplotlib & Pandas.”
 REAL PYTHON podcast
 
 Concatenating Strings in Python Efficiently
 In this video course, you’ll learn how to concatenate strings in Python. You’ll use different tools and techniques for string concatenation, including the concatenation operators and the .join() method. You’ll also explore other tools that can also be handy for string concatenation in Python.
 REAL PYTHON course
 
 Postman AI Agent Builder Is Here: The Quickest Way to Build AI Agents. Start Building
 
  Postman AI Agent Builder is a suite of solutions that accelerates agent development. With centralized access to the latest LLMs and APIs from over 18,000 companies, plus no-code workflows, you can quickly connect critical tools and build multi-step agents — all without writing a single line of code → POSTMANsponsor
 
 Building a Python Command-Line To-Do App With Typer
 In this step-by-step video course, you’ll create a to-do application for your command line using Python and Typer. While you build this app, you’ll learn the basics of Typer, a modern and versatile library for building command-line interfaces (CLI).
 REAL PYTHON course
 
 Adding OpenTelemetry to Django
 “OpenTelemetry is an open source, vendor-neutral way to add monitoring features to your application.” This post shows you how to set it up and track lots of things in your Django project.
 JESSICA GARSON
 
 Implicit Casting in Dataframe Concatenation
 This quick TIL article covers how to do non-strict, vertical concatenation of DataFrames in Polars with the parameter
 how='vertical'.RODRIGO GIRÃO SERRÃO
 
 Ugly Code and Dumb Things
 An opinion piece by Armin Ronacher that posits: why ugly and dumb code sometimes blinds engineers from the ingenuity behind it.
 ARMIN RONACHER
 
 Smoke Testing vs. Sanity Testing
 Learn the key differences between smoke testing vs sanity testing, their purposes, processes, and when to use them.
 ANTONELLO ZANINI
 
 FastAPI Deconstructed: Anatomy of an ASGI Framework
 This article, based on a PyCon APAC talk, covers just what FastAPI does under the hood.
 RAFIQUL HASAN
 
 Benchmarking Utility for Python
 Eli attempts to mimic Go’s built-in bench marking capabilities in Python.
 ELI BENDERSKY
 
 
 
 Projects & CodeBrought to you by Real Python for Teamssponsor
 Online Python training created by a community of experts. Give your team the real-world Python skills they need to succeed →
 
 taichi: Portable, Performant GPU Programming in Python
 GITHUB.COM/TAICHI-DEV
 
 preswald: Full-Stack Platform for Interactive Data Apps
 GITHUB.COM/STRUCTUREDLABS
 
 python-semantic-release: Automating Releases Versions
 GITHUB.COM/PYTHON-SEMANTIC-RELEASE
 
 when: Convert Timezones by City, IANA, or TZ Alias
 GITHUB.COM/DAKRAUTH • Shared by David Krauth
 
 kreuzberg: Text Extraction for PDFs, Images, Office and More
 GITHUB.COM/GOLDZIHER
 
 
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