From spaghetti to clean code: pandas, Polars and DuckDB explained | Saturdata
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 ...
28 Maalis 1h 1min
GPU out of memory? Not anymore.
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 aut...
27 Maalis 54s
Polars lazy execution hits different
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 faste...
26 Maalis 46s
Stop buying tools and start building strategy
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 to...
25 Maalis 54s
Pandas changed everything for data science
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 ...
24 Maalis 47s
Your AI comments are a dead giveaway
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 exp...
23 Maalis 58s
Data storytelling: the good, the bad, and the pie chart | Saturdata
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...
23 Maalis 56min
Stop assuming and start asking: the one rule every data person needs
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, g...
20 Maalis 47s
