Deep Dives

Marginal Effect of Hyperparameter Tuning with XGBoost

modeling contexts, the XGBoost algorithm reigns supreme. It provides performance and efficiency gains over other tree-based methods and other boosting implementations. The XGBoost algorithm features a laundry list of hyperparameters, although often only...

LLM Monitoring and Observability: Hands-on with Langfuse

: You will have built a fancy LLM application that responds to user queries about a selected domain. You will have spent days organising the entire pipeline, from refining your prompts to adding context...

“Where’s Marta?”: How We Removed Uncertainty From AI Reasoning

“stochastic parrots” to AI models winning math contests? While there may be definitely doubt that LLMs are truly PhD-level thinkers as advertised, the progress in complex reasoning situations is undeniable. A popular trick has...

Cracking the Density Code: Why MAF Flows Where KDE Stalls

Certainly one of the essential problems that arises in high-dimensional density estimation is that as our dimension increases, our data becomes more sparse. Due to this fact, for models that depend on local neighborhood...

Where Hurricanes Hit Hardest: A County-Level Evaluation with Python

been retained by an insurance company to assist refine home insurance premiums across the southeastern United States. Their query is easy but high stakes: ? They usually don’t just mean , they need...

Every thing You Must Know In regards to the Recent Power BI Storage Mode

The aim of this text to offer the reply to the query: “Which one is ‘higher’ — Import or Direct Lake?” since it’s unattainable to reply, as there is no such thing...

Constructing a Modern Dashboard with Python and Tkinter

, before there was Streamlit, before there was Taipy, there was Tkinter. Tkinter was and is the unique Python GUI builder, and, until just a few years ago, it was one among the few...

A Bird’s-Eye View of Linear Algebra: Why Is Matrix Multiplication Like That?

chapter of the in-progress book on linear algebra, “A birds eye view of linear algebra”. The table of contents to date: Stay tuned for future chapters. Here, we'll describe operations we will do with two...

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