|   |  |   |  |   |   |   |    |    | Narwhals: Unified DataFrame Functions Narwhals is a lightweight compatibility layer between DataFrame libraries. You can use it as a common interface to write reproducible and maintainable data science code which supports pandas, Polars, DuckDB, PySpark, PyArrow, and more
 CODECUT.AI • Shared by Marco Gorelli
 
 ty: Astral’s New Type Checker (Formerly Red-Knot)
 The folks over at Astral are back with another amazing project: ty, formerly known as Red-Knot, it is a new type checker. Talk Python interviews Charlie Marsh and Carl Meyer about this new tool.
 KENNEDY ET AL podcast
 
 First Steps With LangChain
 Large language models (LLMs) have taken the world by storm. In this step-by-step video course, you’ll learn to use the LangChain library to build LLM-assisted applications.
 REAL PYTHON course
 
 
 
 Python JobsSr. Software Developer (Python, Healthcare)
 PRENOSIS 📍 USA
 
 Senior Software Engineer – Quant Investment Platform (LA or Dallas)
 CAUSEWAY CAPITAL MANAGEMENT LLC 📍 LOS ANGELES, CA, USA
 
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 Articles & TutorialsUnderstanding Random Forest Using Python
 A Random Forest is a powerful machine learning algorithm that can be used for classification and regression, is interpretable, and doesn’t require feature scaling. Here’s how to apply it with scikit-learn.
 MICHAEL GALARNYK • Shared by Michael Galarnyk
 
 Understanding Python Web Deployment
 Trying to deploy server-side Python web applications may be overwhelming. This tutorial breaks down the why of things, rather than the what, and makes recommendations on how to approach the problem.
 MIREK DŁUGOSZ
 
 Meta Announces Pyrefly
 Pyrefly is an open souce Python type checker and IDE extension built in Rust. This post announces its availability, tells you why they built it, and how you can use it.
 META
 
 How to Group Data Using Polars
 .group_by()Start using Polars
 .group_by()to make sense of your data. This tutorial shows you how to group, aggregate, and reveal hidden insights with hands-on examples.REAL PYTHON
 
 Quiz: How to Group Data Using Polars .group_by()
 REAL PYTHON
 
 Nested Loops in Python
 Learn how to use nested loops in Python to iterate over multiple sequences and perform repeated actions efficiently in your programs.
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 Quiz: Nested Loops in Python
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 Machine Learning With DuckDB and
 scikit-learnLearn how to prototype a machine learning workflow using DuckDB for data handling and scikit-learn for modeling.
 PETRICA LEUCA
 
 Python: The Documentary
 There’s a new documentary in the works on Python and its popularity. This is the official trailer.
 YOUTUBE.COM video
 
 The Guide to Hashing I Wish I Had When I Started
 Learn the basics of hashing in this beginner-friendly guide. Discover what hashing is, how it works, its key principles, common algorithms, and practical uses for password storage and file integrity. (Code examples aren’t in Python, but most of the explanation is in text).
 ANTON ÖDMAN
 
 Loading Pydantic Models From JSON
 Pydantic’s JSON loading uses a huge amount of memory; here’s how to reduce it.
 ITAMAR TURNER-TRAURING
 
 
 
 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 →
 
 flowshow: Wrapper for Python Tasks That Form a Flow
 GITHUB.COM/KOANING
 
 sql-tstring:
 t-stringConstruction of SQL QueriesGITHUB.COM/PGJONES
 
 strif: String, File, and Object Utilities
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 VectorVFS: Your Filesystem as a Vector Database
 VECTORVFS.READTHEDOCS.IO
 
 
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