Categories: AI/ML Research

Decision Trees Aren’t Just for Tabular Data

Versatile, interpretable, and effective for a variety of use cases, decision trees have been among the most well-established machine learning techniques for decades, widely used for classification and regression tasks.

Making Sense of Text with Decision Trees

In this article, you will learn: • Build a decision tree classifier for spam email detection that analyzes text data.

August 13, 2025

In "AI/ML Research"

Seeing Images Through the Eyes of Decision Trees

In this article, you'll learn to: • Turn unstructured, raw image data into structured, informative features.

August 22, 2025

In "AI/ML Research"

Why Decision Trees Fail (and How to Fix Them)

Decision tree-based models for predictive machine learning tasks like classification and regression are undoubtedly rich in advantages — such as their ability to capture nonlinear relationships among features and their intuitive interpretability that makes it easy to trace decisions.

November 20, 2025

In "AI/ML Research"

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