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JupyterLab vs Jupyter Notebook: Which Should You Use?

JupyterLab vs Jupyter Notebook — compare interfaces, features, extensions, and use cases to decide which interactive Python environment fits your workflow best.

Jupyter Magic Commands That Will Speed Up Your Workflow

Master Jupyter magic commands like %timeit, %run, %matplotlib, %%writefile, and more. Learn line and cell magics that transform your data science productivity.

10 Essential Jupyter Notebook Tips for Beginners

Discover 10 must-know Jupyter Notebook tips for beginners — from keyboard shortcuts and magic commands to display settings, debugging, and notebook organization.

Jupyter Notebook Basics: Your Interactive Data Science Environment

Learn Jupyter Notebook basics from installation to running code, markdown, shortcuts, and best practices. The essential interactive environment for data scientists.

Pandas Apply Function: Transform Your Data

Master the Pandas apply() function to transform DataFrames and Series with custom Python functions, lambda expressions, and real-world data science examples.

Breaking

Chinese AI Models Now Capture 46% of Enterprise API Usage on US Developer Platforms

A CNBC investigation using OpenRouter and Vercel data reveals that Chinese AI models have surged from 11% to as much as 46% of weekly API token usage by US companies.

JadePuffer Becomes World’s First Documented Agentic Ransomware and It Needed Only One Human

Cloud security firm Sysdig has published findings on JadePuffer, the first documented case of agentic ransomware.

OpenAI Launches GPT-5.6 Series with Sol, Terra, and Luna Models After US Government Security Review

OpenAI has publicly launched its GPT-5.6 model series, comprising Sol, Terra, and Luna, following a delay ordered by the US government over national security concerns.

Meltio and Phillips Corporation Deploy Hybrid Metal AM System Aboard USS Essex for RIMPAC 2026

Phillips Corporation and Meltio have deployed a containerised hybrid manufacturing system aboard the USS Essex during RIMPAC 2026.
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