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"Itamar Arel"
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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
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
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]
>
From:
Itamar Arel
To: Jeffrey Epstein <
[email protected]
> Subject: AGI Research Project Date: Fri, 27 May 2011 03:40:58 +0000 Attachments: GMU Invitation_Arel.pdf Dear Jeffrey, It's been a while since we last corresponded and I hope you're doing well. I'm writing to you with regards to a research project I'd like to dedicate my time to during the coming academic year. I've been invited by the Krasnow Institute at George Mason…
https://www.justice.gov/epstein/files/DataSet%209/EFTA01152838.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
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
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
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
EFTA00771223
Dataset 9
2009-10-10
5p
1,873w
Subject:
Re: Distinguishing Cats from Dogs
From:
on behalf of Ben Goertzel <ail
To:
Jeffrey Epstein <
[email protected]
>
…> consider this interesting at all >> > >» On Fri, Oct 9, 2009 at 3:51 PM,
Itamar Arel
<
[email protected]
> wrote: >> >> >> >> 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…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00771223.pdf
EFTA00740502
Dataset 9
2009-10-10
6p
1,986w
Subject:
Re: Distinguishing Cats from Dogs
From:
Jeffrey Epstein <
[email protected]
>
To:
Ben Goertzel
…i 'm not sure why » > you >> > consider this interesting at all » > >> > On Fri, Oct 9, 2009 at 3:51 PM,
Itamar Arel
wrote: »» >> » 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…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00740502.pdf
EFTA00885903
Dataset 9
2009-10-10
6p
1,980w
Subject:
Re: Distinguishing Cats from Dogs
From:
Jeffrey Epstein <
[email protected]
>
To:
Ben Goertzell
…sure why » > you >> > consider this interesting at all » > >> > On Fri, Oct 9, 2009 at 3:51 PM,
Itamar Arel
wrote: »» >> » 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…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00885903.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
l‘ ON GEsORGE UNIVERSITY Krasnow Institute for Advanced Study Office of the Director 4400 ti Phone MS 2 1 F rrfx • : Fax rginia ; 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…
https://www.justice.gov/epstein/files/DataSet%209/EFTA00610928.pdf
EFTA01962781
Dataset 10
2013-07-30
3p
169w
Subject:
See 'tames connections, experience, and more...
From:
on behalf of Linkedln Connections
To: From: on behalf of Linkedln Connections Sent: Tue 7/30/2013 2:29:30 PM Subject: See 'tames connections, experience, and more... Jeffrey, Itamar has accepted your invitation.
Itamar Arel
Associate Professor of Electrical Engineering and Computer Science , Knoxville, Tennessee Area I Research Industry View Itarhar's Profile Send a Message ITAMAR'S CONNECTIONS ( 2O6 ) See All Rod Furlan, Investor, artificial intelligence researcher, quant, Singularity University alum and serial autodidact Connect EFTA_R1_00438375 EFTA01962781 Scott Banister, Capitalist Connect…
https://www.justice.gov/epstein/files/DataSet%2010/EFTA01962781.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
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