|      |     |      |                       Using a Memory Profiler in Python & What It Can Teach You  Have you used a memory profiler to gauge the performance of your Python application? Maybe you’re using it to troubleshoot memory issues when loading a large data science project. What could running a profiler show you about a codebase you’re learning? This week on the show, Pablo Galindo Salgado returns to talk about Memray, a powerful tracing memory profiler.  REAL PYTHON podcast 
   The Dangers of assert in Python  Did you know Python’s assert statement can lead to runtime security vulnerabilities? While there are safe ways to use assert, there are lots of unsafe ways to use it that can lead to a variety of convoluted problems.  DHRUV PATEL • Shared by Randall Degges 
   Try atoti, a Free Collaborative Python BI Analytics Platform    atoti is a BI analytics platform combining a python library and a web application helping Quants, Data Analyst, Data Scientist and Business Users to collaborate, analyze and translate their data into business KPIs →  ACTIVEVIAMsponsor 
   Reasoning About asyncio.Semaphore  Guido walks you through a single-table restaurant analogy to explain the complexity of semaphores in asyncio. Details include the TaskGroup context manager added in Python 3.11.  GUIDO VAN ROSSUM 
   Django Security Releases Issued: 4.1.2, 4.0.8, and 3.2.16  DJANGO SOFTWARE FOUNDATION 
   
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 Articles & Tutorials  Minimax in Python: Learn How to Lose the Game of Nim  The minimax algorithm can be used to find optimal strategies in many different games. In this tutorial, you’ll learn how to implement minimax in Python while playing the game of Nim. You’ll also learn how you can make the algorithm more efficient with alpha-beta pruning.  REAL PYTHON 
   Build Enumerations of Constants With Python’s Enum  In this tutorial, you’ll learn how to create and use enumerations of semantically related constants in Python. To do this, you’ll use the Enum class and other related tools and types from the enum module, which is available in the Python standard library.  REAL PYTHON 
   Scout APM: Built For Developers, By Developers    Performance issues are a pain. But with Scout’s APM tool, you can pinpoint performance and stability issues in Python applications with ease. Scout’s tracing logic detects the exact line of code causing the performance abnormality—fixing the issue before customers ever notice →  SCOUT APMsponsor 
   How to Safely Pass Data to JavaScript in a Django Template  You want to pass your data from your Django view to JavaScript in your template and you want to do it securely. This post shows several ways of doing it without the risk of allowing malicious code injection.  ADAM JOHNSON 
   Designing a Secure API  This article is an introduction to REST APIs. It describes five levels of implementation, versioning, query parameters, how your design effects the server side, and how to secure your end-points.  PEDRO ARAVENA 
   Building Scalable Data Streaming in Python  This step-by-step guide shows you the tools and tech you need to build a highly scalable data streaming pipeline in Python. It covers the use of Scrapy with Redis and a JSON based data flow.  MUHAMMAD HASEEB 
   Decision Trees in Python: Predicting Diabetes  This post shows you how to use the decision-trees algorithm with real-world data to predict cases of diabetes. Examples include the use of numpy, pandas, and sklearn.  JOLEEN BOTHMA 
   12 Beginner Concepts About Type Hints  This article gives an overview of type hints: what they are and when you should use them. It starts with simple types and builds up to more complex definitions.  AHMED BESBES 
   Ways to Introspect Python Objects at Runtime  Tips and tricks for inspecting Python objects and getting information about your code at runtime. Learn about built-in object methods and the inspect module.  MARTIN HEINZ • Shared by Martin Heinz 
   Time Series Forecasting Methods - Free Article by InfluxData  Read an overview of what is time series analysis, time series forecasting methods, types of time series used for forecasting, and how to validate models.  INFLUXDATAsponsor 
   Carefully Exploring Rust as a Python Developer  Karim writes about trying Rust programming as a 10+ years Python developer. He describes how to do common programming tasks and what the tooling looks like.  KARIM JEDDA 
   Discover SQLAlchemy: A Beginner Tutorial With Examples  In this SQLAlchemy tutorial, you will learn to access and run SQL queries on all types of relational databases using Python objects.  ABID ALI AWAN 
   
 Projects & Code  Brought 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 →    matrix-webcam: Video Conference From Within the Matrix  GITHUB.COM/JOSCHUCK 
   DocArray: Nested, Unstructured Data  JINA.AI 
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   Django Consistency Model  GITHUB.COM/OCCIPITAL • Shared by Alex Liabakh 
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