data science

Agents Under the Curve (AUC)

TLDR in healthcare often output binary decisions comparable to disease or no disease, which by themselves cannot produce a meaningful AUC. AUC remains to be the usual technique to compare risk and detection models in...

The Machine Learning “Advent Calendar” Bonus 1: AUC in Excel

, we'll implement AUC in Excel. AUC is normally used for classification tasks as a performance metric. But we start with a confusion matrix, because that's where everyone begins in practice. Then we'll see why a...

How IntelliNode Automates Complex Workflows with Vibe Agents

concentrate on isolated tasks or easy prompt engineering. This approach allowed us to construct interesting applications from a single prompt, but we're beginning to hit a limit. Easy prompting falls short after we...

Methods to Construct an AI-Powered Weather ETL Pipeline with Databricks and GPT-4o: From API To Dashboard

, Databricks has shaken the information market once more. The corporate launched its free edition of the Databricks platform It's an incredible resource for learning and testing, to say the least. With that in mind,...

The Machine Learning “Advent Calendar” Day 24: Transformers for Text in Excel

of my Machine Learning Advent Calendar. Before closing this series, I would really like to sincerely thank everyone who followed it, shared feedback, and supported it, specifically the Towards Data Science team. Ending this calendar...

4 Techniques to Optimize AI Coding Efficiency

In a previous article, I of an important techniques I utilize to code effectively with AI agents. In this text, I’m continuing with 4 additional techniques, all of which I exploit each day. I imagine...

Is Your Model Time-Blind? The Case for Cyclical Feature Encoding

: The Midnight Paradox Imagine this. You’re constructing a model to predict electricity demand or taxi pickups. So, you feed it time (corresponding to minutes) starting at midnight. Clean and easy. Right? Now your model sees...

Bonferroni vs. Benjamini-Hochberg: Selecting Your P-Value Correction

be a sensitive topic. Perhaps best avoided on first encounter with a Statistician. The disposition toward the subject has led to a tacit agreement that α = 0.05 is the gold standard—in fact,...

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