Sebastian Raschka 12/8/2025

From Random Forests to RLVR: A Short History of ML/AI Hello Worlds

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This article traces the evolution of introductory machine learning and AI examples from 2013 to 2025. It explains the significance of each benchmark, such as RandomForestClassifier on Iris, XGBoost on Titanic, MLPs on MNIST, AlexNet on CIFAR-10, DistilBERT on IMDb, Llama 2 with LoRA, and the projected 2025 example of Qwen3 with RLVR on MATH-500, providing context for their popularity and adoption.

From Random Forests to RLVR: A Short History of ML/AI Hello Worlds

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