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From: Jeffrey Epstein [[email protected]]
email TEXT-001-HOUSE_OVERSIGHT_018197.txt Feb 14, 2013 House Oversight Committee — Epstein Estate Records (Nov 2025)

From: Jeffrey Epstein [[email protected]] Sent: 2/15/2013 4:52:58 PM To: Larry Summers take-it-or-leave-it deal by the U.S. on the nuclear issue is the wrong strategy Ray Takeyh February 14, 2013 -- On Feb. 26, the United States and Iran will once more resume their diplomatic...

beginning I kept having this nagging
document IMAGES-010-HOUSE_OVERSIGHT_029928.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

beginning I kept having this nagging thought: what is so bad about getting better from a placebo?” That kind of thinking, still hard for most doctors to accept, was heretical in 1990, when Kaptchuk arrived at Har- vard. “People kept saying, ‘Oh, this is just the placebo effect”...

I hope this letter finds you well — please see the below updates on the Park Mansion
document TEXT-001-HOUSE_OVERSIGHT_022417.txt Nov 23, 2015 House Oversight Committee — Epstein Estate Records (Nov 2025)

… The uber-fancy development will have a massive two-story Equinox gym and a private school for kids with language-based learning disabilities on its lower floors. HOUSE OVERSIGHT 022438 The under-construction rental at 205 E. 92nd St. Photo: Brian Zak The apartments above, set fo...

Tom Griffiths is Henry R. Luce Professor of Information, Technology, Consciousness
document IMAGES-003-HOUSE_OVERSIGHT_016312.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…t also requires a better understanding of how human minds work. Recent advances in artificial intelligence and machine learning have resulted in systems that can meet or exceed human abilities in playing games, classifying images, or processing text. But if you want to know why...

176 Teaching Minds
document IMAGES-007-HOUSE_OVERSIGHT_023922.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…f doing that exercise, assuming there was good justification for it, that knowledge would be naturally learned. Natural learning of factual knowledge, learning it when it comes up, is fine, as long as it isn’t being learned so that it can be tested. It is much more useful to lear...

of distributions. In general, the term may be used to refer to any truth value involving
document IMAGES-002-HOUSE_OVERSIGHT_013250.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…nCog context, this often refers to the PLN inference system. Inference in the broad sense is distinguished from general learning via some specific characteristics, such as the intrinsically incremental nature of inference: it proceeds step by step. e Inference Control: A cogniti...

70 4 Brief Survey of Cognitive Architectures
document IMAGES-002-HOUSE_OVERSIGHT_012986.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

70 4 Brief Survey of Cognitive Architectures application of supervised learning algorithms such as recurrent neural networks. These cluster- ing and prediction processes occur separately in each node, but the nodes are linked together via bidirectional dynamics: each node feeds...

4.3 Emergentist Cognitive Architectures 7
document IMAGES-002-HOUSE_OVERSIGHT_012987.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…essing DeSTIN’s perceptual network offers multiple key attributes that render it more powerful than other deep machine learning approaches to sensory data processing: 1. The belief space that is formed across the layers of the perceptual network inherently captures both spatial...

pharmaceutical company engaged in a hostile takeover of a smaller
document IMAGES-007-HOUSE_OVERSIGHT_023808.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…riculum was designed with the 12 cognitive pro- cesses in mind. Let’s see how that was accomplished. The real issue in learning in any arena of knowledge is getting better at the cognitive processes that underlie that knowledge. The processes involved in learning have been with...

Visible / Invisible
document IMAGES-003-HOUSE_OVERSIGHT_016366.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…ain inaccessible in the systems we use daily. But lately there has been an interesting comeback of visuality in machine learning. The ways that the deep-learning algorithms of AI are processing data have been made visible through applications like Google’s DeepDream, in which the...

education providers. According to Harris Nesbitt Research, industry experts estimate that the $21.8
document IMAGES-008-HOUSE_OVERSIGHT_024501.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…ology = Assessment = School Management Source: Harris Nesbitt estinates based on Eduventures’ “The Education Industry: Learning Markets and Opportunities 2004” report (December 2004). Standards and Accountability. Due to the unsatisfactory performance of American students in gr...

The bottom-up method for recognizing handwritten characters is to give the
document IMAGES-003-HOUSE_OVERSIGHT_016376.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… from a different one, and it could produce a similar set of strokes itself. The program worked much better than a deep-learning program applied to exactly the same data, and it closely mirrored the performance of human beings. These two approaches to machine learning have compl...

66 4 Brief Survey of Cognitive Architectures
document IMAGES-002-HOUSE_OVERSIGHT_012982.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…itecture in more detail, and then turn to the developmental robotics architectures. 4.3.1 DeSTIN: A Deep Reinforcement Learning Approach to AGI The DeSTIN architecture, created by Itamar Arel and his colleagues, addresses the problem of general intelligence using hierarchical s...

A Socratic Dialogue
document IMAGES-007-HOUSE_OVERSIGHT_023819.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… leads, or you will learn nothing. —Thomas Huxley Slave Boy: So it really doesn’t matter how you classify a teaching/ learning problem because there are many methods that could apply, correct? Socrates: And what follows from this? Slave Boy: That it is not the classification...

You taught me about the important role of explicit social
document IMAGES-007-HOUSE_OVERSIGHT_023776.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Teaching Minds You taught me about the important role of explicit social hierarchies in a learning environment. At Yale the hierarchy was very clear and everyone knew exactly where they stood. You pay your dues before you join the club and academia is chock full of clubs. You ta...