Livebook and Elixir Enable Distributed Python Dataframes for Machine Learning Workflows 📌 Livebook and Elixir now let you run distributed Python dataframes seamlessly across nodes-no more copying data or syncing environments. With Apache Arrow for zero-copy transfers and Pythonx for Elixir-Python interoperability, ML workflows get faster, lighter, and more flexible. Developers can scale Python code in Kubernetes or Fly.io with just a few lines of Elixir. 🔗 Read more: https://lnkd.in/dmqwzJR2 #Livebook #Elixir #Python #Machinelearning
Livebook Elixir Enables Distributed Python Dataframes for ML Workflows
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I finally understood what actually happens when we run Python code… 🤯 Before this, I thought: You write code → It runs → Done. But today I learned something deeper. Here’s what actually happens behind the scenes: 👉 Your Python code gets converted into BYTE CODE 👉 This byte code is NOT machine code 👉 It runs inside something called the Python Virtual Machine (PVM) Basically… Python doesn’t directly talk to your system. It uses a middle layer. And that’s why it’s: ✔ Platform independent ✔ Easy to run anywhere Also learned: 📁 .pyc files = compiled bytecode ⚙ PVM = runtime engine (interpreter) Honestly… Things feel less “magic” now and more “logical” 🧠 Still a beginner. But slowly understanding what’s happening inside. #Python #MachineLearning #Developers #BuildInPublic
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Just wrapped up diving into REST API development with Flask and Python ! APIs play a key role in modern data ecosystems. Many data pipelines rely on REST APIs to extract data from external services, integrate systems, and automate data ingestion into data platforms. APIs (Application Programming Interfaces) are essential tools used to retrieve data from external sources and expose internal data for consumption by other applications or users. #DataEngineering #Python #SoftwareEngineering #DataPipelines #DataIntegration
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🐍 CPython Internals: Your Guide to the Python 3 Interpreter 📖 ➡ Read and navigate the CPython 3.9 interpreter source code. ➡ Master CPython’s memory management capabilities. ➡ Debug C and Python code like a true professional. And much more... https://lnkd.in/ejS9mzT
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Python Community Standardizes Advanced Resource Sharing Protocols 📌 Python devs just standardized how to share advanced resources - from Fluent Python to decorator patterns - making it easier than ever to master complex topics like closures and first-class functions. This protocol cuts through fragmented learning, helping senior engineers and CTOs accelerate mastery of modern Python features with trusted, categorized materials. 🔗 Read more: https://lnkd.in/dkngEdXy #Python #Resourcesharing #Advancedprogramming #Decorators #Functionalpatterns
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AI can write your Python code. But can you tell when it wrote bad Python code? The developers who understand Python deeply are the ones reviewing, debugging, and architecting what AI produces. https://lnkd.in/dVX8ssm8
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🚀#120DaysChallenge of Python Full Stack Journey Hello everyone, I’m Lakshmi Sravani 😊 #120DaysChallenge #46Day - OOP Concepts in Python Today I explored some important Python concepts: 📌 Difference between _ and __ (Access Modifiers) _variable → Protected (can be accessed, but intended for internal use) __variable → Private (name mangling used to avoid conflicts in classes) Example: __salary becomes _ClassName__salary internally 📌 Name Mangling in Python Helps prevent variable conflicts, especially in multiple classes with same variable names. 📌 Polymorphism & Operator Overloading Same operator behaves differently for different data types Example: + works for numbers, lists, and strings 💡Python makes OOP powerful and flexible with simple syntax! #Python #OOPS #Coding #LearningJourney #FullStack
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STREAMLIT A new Python library that lets you make web-based user interfaces with pure Python. And since I discovered this, it's been my absolute go-to for spinning up simple Python websites. It's extremely useful for data science and AI-related apps: https://streamlit.io/ #WebApps#WebAppDevelopment#AntonGlenbovith#Dashboards#PythonProgramming
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Unlock the power of APIs and master regular expressions in Python! In this lecture, you'll learn how to make API requests to fetch data from the web, handle JSON responses, and use Python's requests library. We'll also dive into regular expressions (regex) to efficiently search, match, and manipulate text data. Perfect for beginners and those looking to enhance their data processing skills. #Python #API #Regex #DataScience #Programming #Tutorial https://lnkd.in/gCZQdtnb
Lec 8 | API Requests & Regular Expressions | Python and SQL Foundations
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📢 How to Build an MCP Server from Scratch Using Python in 2026 This guide provides a detailed walkthrough for developers on building a Model Context Protocol server with Python to enhance AI capabilities. 📖 Read more on Lead AI Dev #AI #AIDev #MCPserver #Python #ainews https://is.gd/22l87B
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📢 How to Build an MCP Server from Scratch Using Python in 2026 This guide provides a detailed walkthrough for developers on building a Model Context Protocol server with Python to enhance AI capabilities. 📖 Read more on Lead AI Dev #AI #AIDev #MCPserver #Python #ainews https://is.gd/22l87B
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