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pipTrendsThis week newsletter will be out in 2 days. Interesting stuff by <a href="https://mastodon.social/@carlk" class="u-url mention" rel="nofollow noopener" target="_blank">@carlk</a> Vuk Rosić, Federico Trotta, <a href="https://mastodon.social/@treyhunner" class="u-url mention" rel="nofollow noopener" target="_blank">@treyhunner</a> & Stephen Diehl covered<a href="https://newsletter.piptrends.com/p/optimize-your-python-program-for" rel="nofollow noopener" translate="no" target="_blank">https://newsletter.piptrends.com/p/optimize-your-python-program-for</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#WebDevelopment</a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechNews</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a>

pipTrendsWriting tests is one of the best ways to ensure code quality, streamline development and boost confidence when making changes. If you're looking to learn how to write tests for your Flask application, check out this article by Federico Trotta. He walked through everything from writing basic tests to mocking external services, It’s a great resource for leveling up your Flask testing skills.<a href="https://blog.appsignal.com/2025/04/02/an-introduction-to-testing-in-python-flask.html" rel="nofollow noopener" translate="no" target="_blank">https://blog.appsignal.com/2025/04/02/an-introduction-to-testing-in-python-flask.html</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a>

pipTrendsThis course by Vuk Rosić gives a complete deep dive into DeepSeek V3, a state-of-the-art deep learning model. He covered theoretical explanations with step-by-step coding instructions to make things easier to understand and implement the model from scratch.<a href="https://www.youtube.com/watch?v=5avSMc79V-w" rel="nofollow noopener" translate="no" target="_blank">https://www.youtube.com/watch?v=5avSMc79V-w</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#WebDevelopment</a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechNews</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a>

TechKeysX_Slots_ in Python PythonTips <a href="https://mastodon.social/tags/PythonDev" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonDev</a> <a href="https://mastodon.social/tags/PythonTricks" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonTricks</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/LearnPython" class="mention hashtag" rel="nofollow noopener" target="_blank">#LearnPython</a> <a href="https://mastodon.social/tags/CodeNewbie" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodeNewbie</a> <a href="https://mastodon.social/tags/PythonCode" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonCode</a> <a href="https://mastodon.social/tags/DevTips" class="mention hashtag" rel="nofollow noopener" target="_blank">#DevTips</a> <a href="https://mastodon.social/tags/CodingTips" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodingTips</a> <a href="https://mastodon.social/tags/__slots__" class="mention hashtag" rel="nofollow noopener" target="_blank">#__slots__</a> <a href="https://mastodon.social/tags/PythonOptimization" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonOptimization</a>

Elena. (she/ her)Look what I made in Python! :ablobcatattentionreverse: New Goal: learn/ find out how/ try as long I need to code a laurel wreath-like thing to go around the stars. <a href="https://ibe.social/tags/python3" rel="nofollow noopener" target="_blank">#python3</a> <a href="https://ibe.social/tags/pythonProgramming" rel="nofollow noopener" target="_blank">#pythonProgramming</a> <a href="https://ibe.social/tags/StarTrek" rel="nofollow noopener" target="_blank">#StarTrek</a> <a href="https://ibe.social/tags/StarTrekDiscovery" rel="nofollow noopener" target="_blank">#StarTrekDiscovery</a>

TechKeysXDescriptors in Python <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://mastodon.social/tags/PythonTips" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonTips</a> <a href="https://mastodon.social/tags/PythonTricks" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonTricks</a> <a href="https://mastodon.social/tags/CodingShorts" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodingShorts</a> <a href="https://mastodon.social/tags/LearnPython" class="mention hashtag" rel="nofollow noopener" target="_blank">#LearnPython</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/PythonCode" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonCode</a> <a href="https://mastodon.social/tags/PythonDev" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonDev</a> <a href="https://mastodon.social/tags/CodeWithMe" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodeWithMe</a> <a href="https://mastodon.social/tags/PythonBeginners" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonBeginners</a> <a href="https://mastodon.social/tags/PythonAdvanced" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonAdvanced</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/PythonDescriptors" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonDescriptors</a> <a href="https://mastodon.social/tags/OOPinPython" class="mention hashtag" rel="nofollow noopener" target="_blank">#OOPinPython</a>

pipTrendsWe all aim to make our programs faster, but have you ever tried doing the opposite? In this article, <a href="https://mastodon.social/@carlk" class="u-url mention" rel="nofollow noopener" target="_blank">@carlk</a> demonstrated how a simple nested loop can create a program that runs longer than the universe's lifetime. He dove into concepts like tetration (yes, it goes beyond exponentiation), 5-State Turing Machines<a href="https://towardsdatascience.com/how-to-optimize-your-python-program-for-slowness/" rel="nofollow noopener" translate="no" target="_blank">https://towardsdatascience.com/how-to-optimize-your-python-program-for-slowness/</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#WebDevelopment</a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechNews</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a>

TechKeysXIterTools in Python <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python</a> <a href="https://mastodon.social/tags/PythonTips" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonTips</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/LearnPython" class="mention hashtag" rel="nofollow noopener" target="_blank">#LearnPython</a> <a href="https://mastodon.social/tags/PythonTricks" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonTricks</a> <a href="https://mastodon.social/tags/Coding" class="mention hashtag" rel="nofollow noopener" target="_blank">#Coding</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/CodeNewbie" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodeNewbie</a> <a href="https://mastodon.social/tags/DevLife" class="mention hashtag" rel="nofollow noopener" target="_blank">#DevLife</a> <a href="https://mastodon.social/tags/PythonDev" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonDev</a> <a href="https://mastodon.social/tags/PythonDeveloper" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonDeveloper</a> <a href="https://mastodon.social/tags/itertools" class="mention hashtag" rel="nofollow noopener" target="_blank">#itertools</a> <a href="https://mastodon.social/tags/PythonBuiltins" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonBuiltins</a> <a href="https://mastodon.social/tags/PythonForBeginners" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonForBeginners</a> <a href="https://mastodon.social/tags/TechTips" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechTips</a> <a href="https://mastodon.social/tags/CodeDaily" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodeDaily</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a>

PiEmbSysTechAI Robotics 👉 <a href="https://piembsystech.com/robotics/" rel="nofollow noopener" translate="no" target="_blank">https://piembsystech.com/robotics/</a><a href="https://mastodon.social/tags/AIRobotics" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIRobotics</a> <a href="https://mastodon.social/tags/EmbeddedSystems" class="mention hashtag" rel="nofollow noopener" target="_blank">#EmbeddedSystems</a> <a href="https://mastodon.social/tags/PiEmbSysTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#PiEmbSysTech</a> <a href="https://mastodon.social/tags/OpenSourceLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSourceLearning</a> <a href="https://mastodon.social/tags/AutonomousVehicles" class="mention hashtag" rel="nofollow noopener" target="_blank">#AutonomousVehicles</a> <a href="https://mastodon.social/tags/ADAS" class="mention hashtag" rel="nofollow noopener" target="_blank">#ADAS</a> <a href="https://mastodon.social/tags/SmartFactory" class="mention hashtag" rel="nofollow noopener" target="_blank">#SmartFactory</a> <a href="https://mastodon.social/tags/AIinEmbedded" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIinEmbedded</a> <a href="https://mastodon.social/tags/IoTProjects" class="mention hashtag" rel="nofollow noopener" target="_blank">#IoTProjects</a> <a href="https://mastodon.social/tags/IndustrialAutomation" class="mention hashtag" rel="nofollow noopener" target="_blank">#IndustrialAutomation</a> <a href="https://mastodon.social/tags/EdgeComputing" class="mention hashtag" rel="nofollow noopener" target="_blank">#EdgeComputing</a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#DeepLearning</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/ROS" class="mention hashtag" rel="nofollow noopener" target="_blank">#ROS</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/AIForEngineers" class="mention hashtag" rel="nofollow noopener" target="_blank">#AIForEngineers</a>

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pipTrendsThis week's pip Trends newsletter is out. Interesting stuff by <a href="https://fosstodon.org/@adamchainz" class="u-url mention" rel="nofollow noopener" target="_blank">@adamchainz</a> Denis Gruzdev, Tim Ruscica (aka Tech With Tim), Brett Kennedy & Josh Engroff are covered this week<a href="https://newsletter.piptrends.com/p/django-52-pydantic-211-python-314" rel="nofollow noopener" translate="no" target="_blank">https://newsletter.piptrends.com/p/django-52-pydantic-211-python-314</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#WebDevelopment</a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechNews</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a>

Tuvoc TechnologiesA 2025 Roadmap to Empowering Cloud With Python<a href="https://tuvoc1.livepositively.com/a-2025-roadmap-to-empowering-cloud-with-python/" rel="nofollow noopener" translate="no" target="_blank">https://tuvoc1.livepositively.com/a-2025-roadmap-to-empowering-cloud-with-python/</a>Discover how Python is transforming cloud computing in 2025 with powerful tools, frameworks, and integrations. This roadmap guides developers through key trends, best practices, and future-ready solutions.<a href="https://mastodon.social/tags/Python2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#Python2025</a> <a href="https://mastodon.social/tags/CloudComputing" class="mention hashtag" rel="nofollow noopener" target="_blank">#CloudComputing</a> <a href="https://mastodon.social/tags/PythonForCloud" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonForCloud</a> <a href="https://mastodon.social/tags/CloudDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#CloudDevelopment</a> <a href="https://mastodon.social/tags/PythonDev" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonDev</a> <a href="https://mastodon.social/tags/TechTrends2025" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechTrends2025</a> <a href="https://mastodon.social/tags/CloudEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#CloudEngineering</a> <a href="https://mastodon.social/tags/FutureOfCloud" class="mention hashtag" rel="nofollow noopener" target="_blank">#FutureOfCloud</a> <a href="https://mastodon.social/tags/ServerlessPython" class="mention hashtag" rel="nofollow noopener" target="_blank">#ServerlessPython</a> <a href="https://mastodon.social/tags/CloudInnovation" class="mention hashtag" rel="nofollow noopener" target="_blank">#CloudInnovation</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/CloudTechnology" class="mention hashtag" rel="nofollow noopener" target="_blank">#CloudTechnology</a>

pipTrendsDjango 5.2 was released on April 2, 2025, and it brings some exciting new features. In this article, <a href="https://fosstodon.org/@adamchainz" class="u-url mention" rel="nofollow noopener" target="_blank">@adamchainz</a> shared several highlights with examples - like automatic model imports in the shell, support for composite primary keys, a simplified way to override BoundField, etc.<a href="https://adamj.eu/tech/2025/04/07/django-whats-new-5.2/" rel="nofollow noopener" translate="no" target="_blank">https://adamj.eu/tech/2025/04/07/django-whats-new-5.2/</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#WebDevelopment</a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechNews</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a>

TechKeysXLAMBDA Function in Python Python <a href="https://mastodon.social/tags/LambdaFunction" class="mention hashtag" rel="nofollow noopener" target="_blank">#LambdaFunction</a> <a href="https://mastodon.social/tags/PythonTips" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonTips</a> <a href="https://mastodon.social/tags/Coding" class="mention hashtag" rel="nofollow noopener" target="_blank">#Coding</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/AnonymousFunction" class="mention hashtag" rel="nofollow noopener" target="_blank">#AnonymousFunction</a> <a href="https://mastodon.social/tags/DevTips" class="mention hashtag" rel="nofollow noopener" target="_blank">#DevTips</a> <a href="https://mastodon.social/tags/CodeNewbie" class="mention hashtag" rel="nofollow noopener" target="_blank">#CodeNewbie</a> <a href="https://mastodon.social/tags/PythonCode" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonCode</a> <a href="https://mastodon.social/tags/FunctionalProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#FunctionalProgramming</a> <a href="https://mastodon.social/tags/LearnPython" class="mention hashtag" rel="nofollow noopener" target="_blank">#LearnPython</a>

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pipTrendsThis week newsletter will be out tomorrow. Interesting stuff by Ben, Aamir Syed, BugBytes, <a href="https://fosstodon.org/@sarahgooding" class="u-url mention" rel="nofollow noopener" target="_blank">@sarahgooding</a> & Justin covered<a href="https://newsletter.piptrends.com/p/autonomous-wifi-robot-flet-peps-and" rel="nofollow noopener" translate="no" target="_blank">https://newsletter.piptrends.com/p/autonomous-wifi-robot-flet-peps-and</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/WebDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#WebDevelopment</a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechNews</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a>

pipTrendsIn this video, Justin from CodingEntrepreneurs walks you through building your own data pipeline and crafting an Analytics API from scratch. He used Python, FastAPI, SQLModel, SQLAlchemy and TimescaleDB & also demonstrated how to deploy the project on the Railway platform. It’s a great resource if you’re looking to learn the full flow - from development to deployment<a href="https://www.youtube.com/watch?v=tiBeLLv5GJo" rel="nofollow noopener" translate="no" target="_blank">https://www.youtube.com/watch?v=tiBeLLv5GJo</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a>

pipTrendsPEP 751 was officially accepted on March 31, 2025, marking a major leap for Python’s packaging ecosystem. Similar to how JavaScript, Rust, and Go rely on lock files Python will now have a standardized lock file format. If you're curious about what this PEP introduces & why it matters, check out this article by Sarah Gooding from the Socket team.<a href="https://socket.dev/blog/python-adopts-standard-lock-file-format-for-reproducible-installs" rel="nofollow noopener" translate="no" target="_blank">https://socket.dev/blog/python-adopts-standard-lock-file-format-for-reproducible-installs</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#MachineLearning</a> <a href="https://mastodon.social/tags/SoftwareDevelopment" class="mention hashtag" rel="nofollow noopener" target="_blank">#SoftwareDevelopment</a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechNews</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a> <a href="https://mastodon.social/tags/DataEngineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#DataEngineering</a>

Chris WebbLevenshtein Word Distance in Python. This algorithm calculates the number of steps required to change one word into another and has various uses including spell checking suggestions.<a href="https://codedrome.substack.com/p/levenshtein-word-distance-in-python" rel="nofollow noopener" translate="no" target="_blank">https://codedrome.substack.com/p/levenshtein-word-distance-in-python</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a><a href="https://mastodon.social/tags/pythonprogramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#pythonprogramming</a><a href="https://mastodon.social/tags/algorithms" class="mention hashtag" rel="nofollow noopener" target="_blank">#algorithms</a><a href="https://mastodon.social/tags/levenshtein" class="mention hashtag" rel="nofollow noopener" target="_blank">#levenshtein</a>

pipTrendsText classification is a classic use case of supervised learning, but it gets tricky when you're dealing with too many classes and only a small amount of training data per class. Using LLMs might seem like a solution, but the token costs can add up quickly. That’s where the R.E.D algorithm comes in. In this article, Aamir Syed dove deep into how it works and shared code you can use to get started.<a href="https://towardsdatascience.com/r-e-d-scaling-text-classification-with-expert-delegation/" rel="nofollow noopener" translate="no" target="_blank">https://towardsdatascience.com/r-e-d-scaling-text-classification-with-expert-delegation/</a><a href="https://mastodon.social/tags/python" class="mention hashtag" rel="nofollow noopener" target="_blank">#python</a> <a href="https://mastodon.social/tags/Programming" class="mention hashtag" rel="nofollow noopener" target="_blank">#Programming</a> <a href="https://mastodon.social/tags/PythonProgramming" class="mention hashtag" rel="nofollow noopener" target="_blank">#PythonProgramming</a> <a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#ai</a> <a href="https://mastodon.social/tags/ml" class="mention hashtag" rel="nofollow noopener" target="_blank">#ml</a> <a href="https://mastodon.social/tags/TechNews" class="mention hashtag" rel="nofollow noopener" target="_blank">#TechNews</a> <a href="https://mastodon.social/tags/OpenSource" class="mention hashtag" rel="nofollow noopener" target="_blank">#OpenSource</a>

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