Saturdata

"The entire field of AI safety is run by roughly 300 to 400 people worldwide, and that number is wild when you think about how fast AI capabilities are moving. Joey thinks YOU could be one of the people making real...

AI regulation is a tug-of-war right now, with states like California and New York pushing for transparency, deepfake protections, and actual liability for AI companies causing massive harm. Meanwhile, the federal...

Not all spaghetti code is created equal! Sam and Shifra break down how data spaghetti goes beyond bad practices into pipelines that only work once, for one dataset, on one very specific Tuesday. From ravioli to...

Is your Python code held together with duct tape and prayers? Sam and Shifra untangle the spaghetti and walk you through what it actually means to write clean, maintainable data code, and which tools will get you there...

Most data pipelines just crash when they run out of GPU memory, and that's where the work stops. Shifra breaks down how RAPIDS cuDF handles overflow by spilling excess data from the GPU to the CPU automatically, so your...

Sam breaks down one of Polars' most powerful features: lazy execution. Write your query, get instant feedback that your code works, but nothing actually runs until you call collect or show. It's faster, smarter, and...

Throwing the latest shiny tools at your team is not a data strategy. Shifra breaks down why the best tool is the one that actually fits your team's profile and use case, and sometimes that's a free tool you already...

Before pandas, Python was just another programming language. Sam breaks down how one library shifted the entire data world, bringing together analysts, engineers, and data scientists under one common language. Less tool...

If your code comments say things like "filters data" next to df.filter, congratulations, everyone knows you copy-pasted from a chat window. Shifra makes the case for writing comments that actually explain the WHY, the...

Your chart is full of information. So why does no one know what it means? Sam and Shifra break down everything you need to know about data visualization and storytelling, from picking the right Python library to...

Think you know what your stakeholder wants? Think again. Shifra breaks down the golden rule of data: minimize assumptions. Don't just label a chart "sales" and call it a day. Ask the real questions, give the full...

We've all been there: you finally start plotting in Python and it feels like magic… until the syntax hits. Sam talks about his journey from R's tidyverse to Matplotlib and that mix of excitement and frustration every...

Shifra breaks down the difference between imperative and declarative code with the simplest example ever: an on/off button. Instead of telling your code exactly what to do step by step, think like an engineer and manage...

Sam's formula is simple but powerful: the right people, the right information, the right chart. If you don't deeply understand your audience and what they actually need to see, even the prettiest visual will fall flat...

You know what's worse than color-coding your data groups? Switching the colors between charts. Shifra breaks down how inconsistent color use creates a false "design language" that misleads your audience. If group A is...