Benchmarking and Optimization of Gradient Boosting Decision Tree Algorithms — mentioned by claytonjy

Mon, 24 Jul 2023 17:46:55 GMT

You're certainly right that AI/ML is often used interchangeably, though I think the distinction is pretty clear among practitioners: AI is the big circle, ML is a subset of AI, deep learning is a subset of ML. Symbolic AI is also a subset of AI, though I'm not familiar enough with it to say how much it interects the others. So ML is AI, but just a small part of it. As for papers, here's one showing GPU speedups for the 3 big GBM packages: https://arxiv.org/pdf/1809.04559.pdf. Their setup shows a 3-7x speedup for XGBoost.

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Benchmarking and Optimization of Gradient Boosting Decision Tree Algorithms · HackerPapers discussions

Benchmarking and Optimization of Gradient Boosting Decision Tree Algorithms — mentioned by claytonjy