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Stop Blaming the Data: A Higher Method to Handle Covariance Shift

Despite tabular data being the bread and butter of industry data science, data shifts are sometimes missed when analyzing model performance. We’ve all been there: You develop a machine learning model, achieve great results in...

Think Your Python Code Is Slow? Stop Guessing and Start Measuring

I used to be working on a script the opposite day, and it was driving me nuts. It worked, sure, however it was just… slow. Really slow. I had that feeling that this...

Stop Retraining Blindly: Use PSI to Construct a Smarter Monitoring Pipeline

, cleaned the information, made a number of transformations, modeled it, after which deployed your model to be utilized by the client.  That’s a whole lot of work for an information scientist. However the job...

Stop Writing Spaghetti if-else Chains: Parsing JSON with Python’s match-case

For those who work in data science, data engineering, or as as a frontend/backend developer, you cope with JSON. For professionals, its principally only death, taxes, and JSON-parsing that's inevitable. The problem is that...

Stop Worrying about AGI: The Immediate Danger is Reduced General Intelligence (RGI)

and listen to about AI. “AI goes to resolve the toughest problems and alter our world”, “AI could make you 10x more productive”, “AI goes to finish the world,” are common headlines lately. There...

Stop Feeling Lost :  Methods to Master ML System Design

data scientist or ML engineer, learning machine learning system design is one of the crucial essential skills it is advisable know. It’s the bridge between constructing models and deploying solutions that drive actual...

When Models Stop Listening: How Feature Collapse Quietly Erodes Machine Learning Systems

A was implemented, studied, and proved. It was right in its predictions, and its metrics were consistent. The logs were clean. Nevertheless, with time, there was a growing variety of minor complaints: edge...

STOP Constructing Useless ML Projects – What Actually Works

on a regular basis: This query is flawed from the start. An excellent project is personal to you, which implies any project I suggest will routinely be a “bad” selection. In this text, I aim to...

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