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EFTA00626210
Dataset 9
2015-01-01
2p
261w
Subject:
Check out Itamar
Arel
's new photo
From:
LinkedIn Updates
To:
Jeffrey Epstein <
[email protected]
>
From: LinkedIn Updates To: Jeffrey Epstein <
[email protected]
> Subject: Check out Itamar
Arel
's new photo Date: Thu, 01 Jan 2015 18:43:31 +0000 Jeffrey Epstein I Settings What are your connections up to? See all updates R,Itamar
Arel
Itamar
Arel
has an updated profile picture. View profile What Your Network is Saying RJeffre Jeffrey Epstein shared an article y Epstein li,image Jeffrey Epstein, Mount Sinai Patron, Backs Major Discovery for Triple for Jeffrey Negative Breast…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00626210.pdf
EFTA01206348
Dataset 9
2014-08-21
3p
510w
Subject:
Congratulate Itamar
Arel
on the work anniversary
From:
LinkedIn Updates <
[email protected]
>
To:
Jeffrey Epstein <
[email protected]
>
From: LinkedIn Updates <
[email protected]
> To: Jeffrey Epstein <jeevacation®gmail.com> Subject: Congratulate Itamar
Arel
on the work anniversary Date: Thu, 21 Aug 2014 19:10:32 +0000 What are your connections up to? See all updates laltamar
Arel
'tamer
Arel
is celebrating 5 years at University of Tennessee Congratulate Itamar Professional Milestones itMatth Matthew Solum is celebrating 12 years at Kirkland & Ellis LLP ew Congratulate Matthew • View profile Solum RReid Reid Hoffman is celebrating 9 years at Mozilla…
https://www.justice.gov/epstein/files/DataSet%209/EFTA01206348.pdf
EFTA02434624
Dataset 11
2009-11-01
1p
68w
Subject:
AGI work
From:
Itamar Arel
To:
Jeffrey Epsteinfleeyacation©gmail.com]
To: Jeffrey Epsteinfleeyacation©gmail.com] From: Itamar
Arel
Sent: Sun 11/1/2009 12:29:33 PM Subject: AGI work Jefferey, Have you had a chance to view the video I sent? I'm ready to change the world, given a chance to do so :) - Itamar Itamar
Arel
, Ph.D., M.B.A. Associate Professor Director, Machine Intelligence Lab (http://mil.engr.utk.edu) Min H. Kao Department of Electrical Engineering s Computer Science The University of Tennessee EFTA_R1_01506345…
https://www.justice.gov/epstein/files/DataSet%2011/EFTA02434624.pdf
EFTA00768021
Dataset 9
2009-11-01
2p
320w
Subject:
Re: AGI work
From:
Itamar Arel
To:
Jeffrey Epstein <
[email protected]
>
From: Itamar
Arel
To: Jeffrey Epstein <
[email protected]
> Subject: Re: AGI work Date: Sun, 01 Nov 2009 13:03:33 +0000 Did anyone indicate what would be "considered promising"? The cats and dogs task is widely acknowledged as non-trivial, but I'd be more than happy to demonstrate other capabilities. - Itamar On Sun, Nov 1, 2009 at 7:52 AM, Jeffrey Epstein <
[email protected]
> wrote: > yes , ive also showed it to a few people, I believe…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00768021.pdf
EFTA00771647
Dataset 9
2009-10-20
1p
104w
Subject:
Cats and Dogs
From:
Itamar Arel
To:
Jeffrey Epstein <
[email protected]
>
From: Itamar
Arel
To: Jeffrey Epstein <
[email protected]
> Cc: bengoertzel Subject: Cats and Dogs Date: The, 20 Oct 2009 13:35:05 +0000 Attachments: Cats_Dogsitamanavi Jefferey, As promised, attached is a short video illustrating the classification capabilities of my system on cats and dogs images. The system achieves human-level classification rates where, obviously, the images shown are ones that were not presented during the training phase. The engine behind it all is the hierarchical architecture I mentioned…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00771647.pdf
EFTA01152838
Dataset 9
2011-05-27
2p
443w
Subject:
AGI Research Project
From:
Itamar Arel
To:
Jeffrey Epstein <
[email protected]
>
…AGI research, I thought of writing to you in the hope that you may be interested in supporting my research work. Moreover, being geographically close to Ben Goertzel will be a nice bonus for me, as the two of us share enthusiasm for AGI research and it would be great to work more with him. I thank you for your consideration, - Itamar
Arel
Itamar
Arel
, Ph.D., M.B.A. Associate Professor Director Machine Intelligence Lab (http://mil.engr. utk…
https://www.justice.gov/epstein/files/DataSet%209/EFTA01152838.pdf
EFTA02438206
Dataset 11
2009-10-10
1p
217w
From:
on behalf of Itamar Arel
To:
Ben Goertze
To: Ben Goertze Cc: Jeffrey E stein eevacation©gmail.coml From: on behalf of Itamar
Arel
Sent Sat 10/10/2009 8:41:14 PM Subject Comparison to Poggio's work One of Poggio's students recently published his Ph.D. which is centered on hierarchical learning methods for vision and speech (see: http://web.mit.edu/jvb/www/papers/bouvrie thesis 2009.pdt). Here are three fundamental differences between our system and Poggio's work: I. His approach does not…
https://www.justice.gov/epstein/files/DataSet%2011/EFTA02438206.pdf
EFTA00771231
Dataset 9
2009-10-09
1p
251w
Subject:
Distinguishing Cats from Dogs
From:
' on behalf of Itamar Arel
To:
"
[email protected]
" <
[email protected]
>
From: ' on behalf of Itamar
Arel
To: "jeevacation®gmail.com" <jeevacation®gmail.com> Subject: Distinguishing Cats from Dogs Date: Fri, 09 Oct 2009 19:51:43 +0000 Attachments: emotions.avi Jeffrey, Thanks, again, for inviting us to talk to you - I enjoyed our discussion very much. Ben mentioned that you would like to see a demonstration of our system distinguishing between cats and dogs. I have a deadline for delivering a surveillance demo based on the same system to a defense contractor…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00771231.pdf
EFTA00771217
Dataset 9
2009-10-10
6p
2,030w
Subject:
Re: Distinguishing Cats from Dogs
From:
' on behalf of Itamar Arel
To:
Ben Goertzel
From: ' on behalf of Itamar
Arel
To: Ben Goertzel Cc: Jeffrey Epstein <
[email protected]
> Subject: Re: Distinguishing Cats from Dogs Date: Sat, 10 Oct 2009 15:19:48 +0000 I apologize for joining this thread a bit late this morning. I concur with Ben: the key point is that my system learns purely by viewing examples, even if they represent complex, high-dimensional patterns. There is absolutely no fine-tuning or hand-crafting of features, which is how one…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00771217.pdf
EFTA00740496
Dataset 9
2009-10-10
2p
380w
Subject:
Re: Distinguishing Cats from Dogs
From:
Jeffrey Epstein <
[email protected]
>
To:
Itamar Arel
…need to have MATLAB installed; our system is currently implemented as a set of MATLAB scripts, rather than as a standalone executable program. We also have a GPU version of the code in development, which is bound to be integrated with Ben's system after our collaborative project gets off the ground. - Itamar Itamar
Arel
, Ph.D., M.B.A. Associate Professor Director, Machine Intelli ence Lab (hp://mil.engutk.edu) Office: Mobile: Min H. Kao Department of Electrical Engineering…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00740496.pdf
EFTA02436861
Dataset 11
2009-09-06
1p
35w
Subject:
FYI: Jews in Hyperspace
From:
on behalf of
To:
Moshe Looks 'tamer Arel Michael
To: Moshe Looks 'tamer
Arel
Michael Vassar( Eliezer S. Yudkowsky Jeffrey Epsteinueev cati n m il.c m From: on behalf of Sent: Sun 9/6/2009 11:03:39 PM Subject: FYI: Jews in Hyperspace http://www.pickover.com/jih.html -D EFTA_R1_01509493 EFTA02436861
https://www.justice.gov/epstein/files/DataSet%2011/EFTA02436861.pdf
EFTA01821413
Dataset 10
2009-11-01
1p
214w
From:
Jeffrey Epstein
…poggio , or other vision rec systems seems far ahead.. i was unable to get even a : seems to be promising On Sun, Nov I, 2009 at 7:29 AM, Itamar
Arel
wrote: Jefferey, Have you bad a chance to view the video I sent? I'm ready to change the world, given a chance to do so :) - Itamar Itamar
Arel
, Ph.D., M.B.A. Associate Professor Director, Machine Intelligence Lab (http://mil.engr.utk.edu) Office: Mobile: Min H…
https://www.justice.gov/epstein/files/DataSet%2010/EFTA01821413.pdf
EFTA02437895
Dataset 11
2009-10-07
1p
214w
Subject:
AGI, expert reviewers, etc.
From:
on behalf of Ben Goertzel
To:
Jeffrey Epsteinueevacation mail.com
To: Jeffrey Epsteinueevacation mail.com Cc: Cassio Pennachin Itamar
Arel
From: on behalf of Ben Goertzel Sent: Wed 10/7/2009 7:27:37 PM Subject: AGI, expert reviewers, etc. Hi Jeffrey, Thanks for taking the time to chat with us yesterday -- we were all impressed with your ability to ask good questions and probe to the heart of the AGI systems we're describing. Although, of course, AGI is a very complex matter and in a short time only…
https://www.justice.gov/epstein/files/DataSet%2011/EFTA02437895.pdf
EFTA00769887
Dataset 9
2009-09-05
2p
430w
Subject:
some more references
From:
on behalf of Ben Goertzel <an
To:
Jeffrey Epstein <
[email protected]
>
From: on behalf of Ben Goertzel <an To: Jeffrey Epstein <
[email protected]
> Subject: some more references Date: Sat, 05 Sep 2009 21:26:24 +0000 As well as Stan Franklin and Itamar
Arel
(formerly Elhanany), you should talk to Joscha Bach who just released this excellent book his AGI project was this one , but he got fed up with AGI funding hassles and has spent the last 2 years starting an ebook company, with the goal of making enough…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00769887.pdf
EFTA00610928
Dataset 9
2010-09-21
1p
186w
… Web: krasnow.gmu.edu September 21, 2010 Professor Itamar
Arel
Min H. Kao Department of Electrical Engineering & Computer Science The University of Tennessee Knoxville. TN 37996 Dear Dr.
Arel
, I am pleased to invite you to visit the Krasnow Institute for Advanced Study at the George Mason University from August 2011 to July 2012. Your interest in deep machine learning fits in well with several of our ongoing projects here and our general interest in biologically- inspired computational models of…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00610928.pdf
EFTA00771228
Dataset 9
2009-10-10
3p
1,244w
Subject:
Re: Distinguishing Cats from Dogs
From:
on behalf of Ben Goertzel <an
To:
Jeffrey Epstein <
[email protected]
>
From: on behalf of Ben Goertzel <an To: Jeffrey Epstein <
[email protected]
> Cc: Itamar
Arel
Subject: Re: Distinguishing Cats from Dogs Date: Sat, 10 Oct 2009 13:59:09 +0000 Hi Jeffrey, First: Regarding MIT ... IMO the best vision work being done there now is Tomaso Poggio's work, which I suppose you're familiar with. He has some biologically realistic neural nets that classify images and videos, and that appear to effectively emulate the way humans classify images…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00771228.pdf
EFTA00741058
Dataset 9
2009-10-23
1p
209w
Subject:
Fwd: Cats and Dogs
From:
Jeffrey Epstein <
[email protected]
>
To:
roger schank
From: Jeffrey Epstein <
[email protected]
> To: roger schank Subject: Fwd: Cats and Dogs Date: Fri, 23 Oct 2009 10:59:42 +0000 Attachments: Cats_Dogs_ltamar.avi is this relevant Forwarded message From: Itamar
Arel
Date: Tue, Oct 20, 2009 at 9:35 AM Subject: Cats and Dogs To: Jeffrey Epstein Jefferey, As promised, attached is a short video illustrating the classification capabilities of my system on cats and dogs images. The system achieves human-level classification rates where…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00741058.pdf
EFTA01777445
Dataset 10
2011-05-20
3p
1,038w
Subject:
Re: OpenCog Hong Kong project: next installment of funding needed ;p
From:
on behalf of Ben Goertzel
To:
Jeffrey Epstein
…If time permits we'll put that > proposal together in June, and I can send it your way then if you're > curious. > -- You may be curious to know that I have a couple students in > Xiamen, China working on integrating some of Itamar
Arel
's DeSTIN > computer vision software (remember you met Itamar in Florida, with me > and Cassio) with OpenCog. Currently they're porting it to CUDA so it > can run…
https://www.justice.gov/epstein/files/DataSet%2010/EFTA01777445.pdf
EFTA02093670
Dataset 10
2014-10-24
3p
442w
Subject:
Re: Russell
To:
Russell
…choice) Russell Katulak Jemstone Associates Partner 380 Lexington Ave New York, NY 10168 Suite 1700 From: Sent: Friday, October mc, 14fl:
Arel
To: Russell Subject: Re: Russell normally 1 would say I can totally do that...but Jeffrey is actually in NY today so I need to stick around for his beckoning call...I could face time her on my cell..does she have a phone with face time? On Oct 24, 2014, at 10:28 AM, wrote: I will.…
https://www.justice.gov/epstein/files/DataSet%2010/EFTA02093670.pdf
EFTA01903850
Dataset 10
2013-02-12
3p
577w
Subject:
Re: what I am doing now
From:
roger schank
To:
Jeffrey EpsteinUeevacationagmail.comj
To: Jeffrey EpsteinUeevacationagmail.comj From: roger schank Sent: Tue 2/12/2013 12:30:01 PM Subject: Re: what I am doing now Ben Goerlzel, Novamente Blerim Emruli. Luleh University of Technology Brandon Rohrer, Sandia National Laboratories David Orban Itamar
Arel
, The University of Tennessee Joscha Bach, Humboldt University of Berlin Marcus Hatter, Australian National University Randal Koene, Halcyon Molecular Rod Furlan, Quatemix Research Inc. and Singularity University Sarah Bull, Australian National University Stephen Reed, Texai this does not inspire…
https://www.justice.gov/epstein/files/DataSet%2010/EFTA01903850.pdf
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