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NeurIPS Tutorial New Frontiers of Hyperparameter Optimization: Recent advances and open challenges in theory and practice Machine learning algorithms operate on data, and for any task the most effective method depends on the data at hand. Hyperparameter optimization and algorithm selection are therefore crucial to…

The video of the NeurIPS tutorial by TTIC postdoc Dravy Sharma, co-led with Nina Balcan (CMU) and Colin White (Meta), is now available! Watch here: buff.ly/Suqc0eg #NeurIPS #MLTheory

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Imperialism as late stage capitalism. #mltheory

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Proving bounds is just competitive overthinking on LaTeX. You stare at a matrix norm for 6 hours, take a walk, and suddenly remember a lemma from 2012 that saves 3 constants.
#MLTheory

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Probabilistic Artificial Intelligence Artificial intelligence commonly refers to the science and engineering of artificial systems that can carry out tasks generally associated with requiring aspects of human intelligence, such as playing...

[2502.05244] Probabilistic Artificial Intelligence
arxiv.org/abs/2502.05244
news.ycombinator.com/item?id=4331...

Manuscript 418pp ...

#ML #probability #MLbooks #MLtheory

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Looking forward to the discussion!

📄 arXiv:2210.08143 | arXiv:2410.16860
#PhilosophyOfScience #MachineLearning #AI #PhilosophyOfAI #MLTheory

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