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Morten Hjorth-Jensen
2022-11-25 05:26:49 +01:00
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@@ -2013,6 +2013,25 @@ problems by logical reasoning.
_Bayesian Machine Learning is one of the exciting research directions in this field_.
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===== Scientific Machine Learning =====
An important and emerging field is what has been dubbed as scientific ML, see the article by Deiana et al "Applications and Techniques for Fast Machine Learning in Science, arXiv:2110.13041":"https://arxiv.org/abs/2110.13041"
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The authors discuss applications and techniques for fast machine
learning (ML) in science -- the concept of integrating power ML
methods into the real-time experimental data processing loop to
accelerate scientific discovery. The report covers three main areas
o applications for fast ML across a number of scientific domains;
o techniques for training and implementing performant and resource-efficient ML algorithms;
o and computing architectures, platforms, and technologies for deploying these algorithms.
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===== Quantum machine learning =====
@@ -2110,6 +2129,21 @@ topics. Together, we will not just predict the future, but create it.
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===== AI/ML and some statements you may have heard (and what do they mean?) =====
o Fei-Fei Li on ImageNet: _map out the entire world of objects_ ("The data that transformed AI research":"https://cacm.acm.org/news/219702-the-data-that-transformed-ai-research-and-possibly-the-world/fulltext")
o Russell and Norvig in their popular textbook: _relevant to any intellectual task; it is truly a universal field_ ("Artificial Intelligence, A modern approach":"http://aima.cs.berkeley.edu/")
o Woody Bledsoe puts it more bluntly: _in the long run, AI is the only science_ (quoted in Pamilla McCorduck, "Machines who think":"https://www.pamelamccorduck.com/machines-who-think")
If you wish to have a critical read on AI/ML from a societal point of view, see "Kate Crawford's recent text Atlas of AI":"https://www.katecrawford.net/"
_Here: with AI/ML we intend a collection of machine learning methods with an emphasis on statistical learning and data analysis_
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===== Best wishes to you all and thanks so much for your heroic efforts this semester =====
@@ -2124,4 +2158,3 @@ FIGURE: [figures/Nebbdyr2.png, width=500 frac=0.6]