From ac4ba741df5cde308f1f2c6bb4dd4bf2fc68549f Mon Sep 17 00:00:00 2001 From: Dane Sabo Date: Wed, 30 Oct 2024 13:30:08 -0400 Subject: [PATCH] vault backup: 2024-10-30 13:30:08 --- 201 Metadata/My Library.bib | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/201 Metadata/My Library.bib b/201 Metadata/My Library.bib index 1748a87c3..d9af3ab09 100644 --- a/201 Metadata/My Library.bib +++ b/201 Metadata/My Library.bib @@ -649,6 +649,17 @@ Opportunities and Challenges toward Responsible AI.pdf} } +@video{artemkirsanovKeyEquationProbability2024, + entrysubtype = {video}, + title = {The {{Key Equation Behind Probability}}}, + editor = {{Artem Kirsanov}}, + editortype = {director}, + date = {2024-08-22}, + url = {https://www.youtube.com/watch?v=KHVR587oW8I}, + urldate = {2024-10-30}, + abstract = {Get 4 months extra on a 2 year plan here: https://nordvpn.com/artemkirsanov. It’s risk free with Nord’s 30 day money-back guarantee! Socials: X/Twitter: https://x.com/ArtemKRSV Patreon: ~~/~artemkirsanov~~ My name is Artem, I'm a graduate student at NYU Center for Neural Science and researcher at Flatiron Institute (Center for Computational Neuroscience). In this video, we explore the fundamental concepts that underlie probability theory and its applications in neuroscience and machine learning. We begin with the intuitive idea of surprise and its relation to probability, using real-world examples to illustrate these concepts. From there, we move into more advanced topics: 1) Entropy – measuring the average surprise in a probability distribution. 2) Cross-entropy and the loss of information when approximating one distribution with another. 3) Kullback-Leibler (KL) divergence and its role in quantifying the difference between two probability distributions. OUTLINE: 00:00 Introduction 02:00 Sponsor: NordVPN 04:07 What is probability (Bayesian vs Frequentist) 06:42 Probability Distributions 10:17 Entropy as average surprisal 13:53 Cross-Entropy and Internal models 19:20 Kullback–Leibler (KL) divergence 20:46 Objective functions and Cross-Entropy minimization 24:22 Conclusion \& Outro CREDITS: Special thanks to Crimson Ghoul for providing English subtitles! Icons by https://www.freepik.com/} +} + @book{arthoFormalTechniquesSafetyCritical2015, title = {Formal {{Techniques}} for {{Safety-Critical Systems}}}, author = {Artho, Cyrille and Ölveczky, Peter Csaba},