|   |  |   |  |   |   |   |    |    | SciPy Builds on Windows Are a Minor Miracle Moving SciPy to Meson meant finding a different Fortran compiler on Windows, which was particularly tricky to pull off for conda-forge. This blog tells the story about how things looked pretty grim for the Python 3.12 release, and how things ended up working out just in the nick of time. Associated HN discussion.
 ALEX OBERMEIER
 
 An Unbiased Evaluation of Environment and Packaging Tools
 This detailed article covers the wide world of packaging in Python, how the different tools overlap, and how each has its own area of specialization. A great deep dive on all the choices out there that can help you pick the right tool for your project.
 ANNA-LENA POPKES
 
 Automate LLM Backend Deployments Using Infrastructure as Code
 
  New GitHub project to provision, update, and destroy the cloud infrastructure for a LLM backend using infrastructure as code (Python). Deployment options include deploying Hugging Face models to Docker (local), Runpod, and Azure → PULUMIsponsor
 
 Document Your Python Code and Projects With ChatGPT
 Good documentation is a critical feature of any successful Python project. In practice, writing documentation is hard and can take a lot of time and effort. Nowadays, with tools like ChatGPT, you can quickly document your Python code and projects.
 REAL PYTHON
 
 PSF Receives “Wonderfully Welcoming Award” From GitHub!
 PYTHON SOFTWARE FOUNDATION
 
 
 
 DiscussionsIdea: Return a NamedTuple
 PYTHON.ORG
 
 
 
 Articles & TutorialsPython Errors as Values
 Error handling can be done in a variety of ways, and this article discusses why one organization decided to use returned error values instead of exceptions. Along the way, you’ll see comparisons between Python, Go, and Rust to better understand the different mechanisms.
 AARON HARPER
 
 Guide to Hash Tables in Python
 Hash tables offer an efficient and flexible method of storing and retrieving data, making them indispensable for tasks involving large data sets or requiring rapid access to stored items. Python’s
 dictis a hash, learn how it works and how it can help your code.DIMITRIJE STAMENIC
 
 Confusing
 gitTerminologyJulia is working on a doc that explains git and in doing so polled some people about what git terminology they found confusing. This post covers the most common responses and attempts to clear up the confusion.
 JULIA EVANS
 
 Check if a Python String Contains a Substring
 In this video course, you’ll learn the best way to check whether a Python string contains a substring. You’ll also learn about idiomatic ways to inspect the substring further, match substrings with conditions using regular expressions, and search for substrings in pandas.
 REAL PYTHON course
 
 Building a Python Compiler and Interpreter
 This article starts the journey of building a compiler and interpreter for the Python programming language, in Python. You’ll learn all about tokenizing, parsing, compiling, and interpreting.
 RODRIGO GIRÃO SERRÃO • Shared by Rodrigo Girão Serrão
 
 TIL: Django Constraints
 Constraints in Django allow you to further restrict how data is managed in the database. This quick post covers how to use the
 CheckConstraintandUniqueConstraintclasses in Django.SARAH ABDEREMANE
 
 PEP 733: An Evaluation of Python’s Public C API
 This is an informational PEP describing the shared public view of the C API in Python. It talks about why the C API exists, who the stakeholders are, and problems with the interface.
 PYTHON.ORG
 
 What Stage Startup Offers the Best Risk-Reward Tradeoff?
 A deep dive on the success rate statistics of startups in the US with analysis on what joining at different stages means to a stock package payout.
 BILLY GALLAGHER
 
 Let’s Make a Silly JSON-like Parser
 This article goes into deep detail on how you would construct a JSON parser in Python. If you’re new to parsing, this is a great place to start.
 ARUN MANI J
 
 Rust vs. Go, Java, and Python in AWS Lambda Functions
 A performance comparison of JSON parsing in AWS Lambda functions using Rust, Go, Java, and Python.
 CLIFF CROSLAND
 
 Everything You Can Do With Python’s
 bisectLearn how to optimize search and keep your data sorted in Python with the
 bisectmoduleMARTIN HEINZ • Shared by Martin Heinz
 
 
 
 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 →
 
 uapi: Microframework for HTTP APIs
 GITHUB.COM/TINCHE
 
 queryish: Data Queries Following Django’s QuerySet API
 GITHUB.COM/WAGTAIL
 
 grablinks: Extract Links From a Remote HTML Resource
 GITHUB.COM/THE-REAL-TOKAI
 
 Bottle: Lightweight WSGI Micro Web Framework
 BOTTLEPY.ORG
 
 FunASR: Speech Recognition Toolkit
 GITHUB.COM/ALIBABA-DAMO-ACADEMY
 
 
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