classes
Beyond Market Intelligence keeps classes in one place: 3 stories so far. The section currently leads with “From Notebooks to Production A Practical Guide for Data Scientists”, “From Spreadsheet Master to Feeling Left Behind by the Updates”, and “Watermarks reveal who's using AI tools in ways they shouldn't”. That jump from notebook to production code is one of the hardest transitions in data science, and it has nothing to do with your modeling skills. A veteran spreadsheet master who started with Lotus 1-2-3 now feels left behind by rapid updates. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every classes story on Beyond Market Intelligence, newest first.
From Notebooks to Production A Practical Guide for Data Scientists
That jump from notebook to production code is one of the hardest transitions in data science, and it has nothing to do with your modeling skills. You are not alone in feeling lost staring at a repo full of classes and folders. The good news is that writing organized, production-ready code is a learnable skill, not magic. It is also not something AI will take over entirely, yet. Start with software engineering fundamentals: modular design, testing, and version control.
From Spreadsheet Master to Feeling Left Behind by the Updates
A veteran spreadsheet master who started with Lotus 1-2-3 now feels left behind by rapid updates. Watching a class that mixed legacy array functions with new dynamic arrays made them feel old. That frustration is real, and it's not about lacking skill, it's about tools evolving faster than any one person can track. The solution isn't more classes; it's a smarter approach. For deeper insights on simplifying complex workflows, see our guide on how to "Simplify Your Daily Audit Reports Without Adding More Spreadsheets."
Watermarks reveal who's using AI tools in ways they shouldn't
Some Claude users are angry that Anthropic's new watermarking will expose their workplace or classroom use of the AI. Is that a travesty? Not really. If you're relying on a tool in ways you feel you must hide, the discomfort is worth examining. The system flags AI-generated text, not your intent. That tension matters. For more on navigating AI's ethical gray zones, our piece "Talking to My AI Clone Taught Me to Question the Tech" offers a useful parallel.