Geometric Structures of Statistical Physics Information Geometry and Learning is popular PDF and ePub book, written by Frédéric Barbaresco in 2021-06-27, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Geometric Structures of Statistical Physics Information Geometry and Learning can be Read Online from any device for your convenience.
Geometric Structures of Statistical Physics Information Geometry and Learning Book PDF Summary
Machine learning and artificial intelligence increasingly use methodological tools rooted in statistical physics. Conversely, limitations and pitfalls encountered in AI question the very foundations of statistical physics. This interplay between AI and statistical physics has been attested since the birth of AI, and principles underpinning statistical physics can shed new light on the conceptual basis of AI. During the last fifty years, statistical physics has been investigated through new geometric structures allowing covariant formalization of the thermodynamics. Inference methods in machine learning have begun to adapt these new geometric structures to process data in more abstract representation spaces. This volume collects selected contributions on the interplay of statistical physics and artificial intelligence. The aim is to provide a constructive dialogue around a common foundation to allow the establishment of new principles and laws governing these two disciplines in a unified manner. The contributions were presented at the workshop on the Joint Structures and Common Foundation of Statistical Physics, Information Geometry and Inference for Learning which was held in Les Houches in July 2020. The various theoretical approaches are discussed in the context of potential applications in cognitive systems, machine learning, signal processing.
Detail Book of Geometric Structures of Statistical Physics Information Geometry and Learning PDF
- Author : Frédéric Barbaresco
- Release : 27 June 2021
- Publisher : Springer Nature
- ISBN : 9783030779573
- Genre : Mathematics
- Total Page : 466 pages
- Language : English
- PDF File Size : 12,5 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Geometric Structures of Statistical Physics Information Geometry and Learning by Frédéric Barbaresco, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.