awesome sounds like critical mass is happening for Joshua meet up
at ApacheCon. My own schedule is in flux - if I come it may only be
for a day so I’ll keep the troops posted.

++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
Chris Mattmann, Ph.D.
Chief Architect
Instrument Software and Science Data Systems Section (398)
NASA Jet Propulsion Laboratory Pasadena, CA 91109 USA
Office: 168-519, Mailstop: 168-527
Email: [email protected]
WWW:  http://sunset.usc.edu/~mattmann/
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
Director, Information Retrieval and Data Science Group (IRDS)
Adjunct Associate Professor, Computer Science Department
University of Southern California, Los Angeles, CA 90089 USA
WWW: http://irds.usc.edu/
++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++





-----Original Message-----
From: Tom Barber <[email protected]>
Reply-To: "[email protected]"
<[email protected]>
Date: Monday, March 14, 2016 at 8:34 AM
To: "[email protected]" <[email protected]>
Subject: Re: ApacheCon 2016 and Joshua

>I'm off to ApacheCon, but I'm far less interesting. I don't pretend to
>understand how any of it works, but as lewis will explain, I like platform
>evangalism, demoing tech to "non standard" users and other bits and
>pieces.
>Plus I can code a bit if someone points me in the right direction :)
>
>From a personal perspective I find the tech interesting which is half the
>reason I threw my hat in the ring, from an employment perspective, some of
>my "business" clients would find "offline" translation that doesn't rely
>on
>big vendor API's useful, also we have done work with the UK Armed Forces
>who could do with this type of stuff for translation of intelligence
>material gathered from the field and requiring processing.
>
>Tom
>
>On Mon, Mar 14, 2016 at 3:26 PM, Matt Post <[email protected]> wrote:
>
>> Whoa! Lewis, can you give some more detail on this talk, what you
>> proposed, and what you plan to talk about?
>>
>> I haven't ever been to ApacheCon, but am interested in going. I don't
>>have
>> much of a feel for what motivates folks outside the academic research
>> community, and that would be good to have in laying out projects that
>>might
>> interest people.
>>
>> Regarding those project, I have a number of them. Perhaps it would be
>> useful to flesh them out with some more detail, and perhaps post them,
>>for
>> those who are interested. First, with respect to Tommaso's question, the
>> following:
>>
>> - Use cases. I'd really like to push machine translation as a black box,
>> where people can download and use models, not caring how they work, and
>> building on top of them. I think this could be transformative. I've just
>> added to Joshua the ability to add, store, and manage custom phrasal
>> translation rules, which would let people take a model and add their own
>> translations on top of it, perhaps correcting mistakes as they encounter
>> them. There's a JSON API for it (undocumented).
>>
>> Building this up would also require pulling together lots of different
>> test sets, evaluating changes, and so on.
>>
>> - Neural nets. This is a huge research area. I think the advantages are
>> that it could enable releasing models that are much smaller. However, on
>> the down side, it's not clear what the best way to integrate these
>>models
>> into Joshua is. Fully neural attention models would require
>>re-architecting
>> Joshua, as they are essentially a new paradigm. Adding neural
>>components as
>> feature functions that interact with the existing decoding algorithm
>>would
>> be an intermediate step.
>>
>> For other projects, I'd love:
>>
>> - Better documentation, developer and end-user (probably I need to
>>write a
>> lot of this; if nothing else, it would be hugely useful to me in terms
>>of
>> prioritizing to know that people want it)
>>
>> - Rewriting certain components. The tuning modules, in particular, are a
>> real mess, and should be synthesized and improved.
>>
>> - Replacing Moses components. Joshua can call out to Moses to build
>>phrase
>> tables; it would be nice to get rid of this (and wouldn't be that hard)
>> with our own Java implementations. It would also be good to add a
>> lexicalized distortion model to the phrase-based decoder.
>>
>> matt
>>
>>
>>
>>
>>
>>
>> > On Mar 14, 2016, at 9:37 AM, Lewis John Mcgibbney <
>> [email protected]> wrote:
>> >
>> > Hi Kellen,
>> > I'll be there for sure. I actually had a talk accepted which is an
>>entire
>> > overview of Joshua and will probably touch on what the roadmap is
>>through
>> > incubation and beyond.
>> > In short I look forward to tagging up with you and any others are Ho
>>will
>> > be there/we can interest in the project.
>> > A side note here is that more projects and talks at ApacheCon are
>> becoming
>> > increasingly relevant for science and healthcare so I hope we can do a
>> real
>> > justice to Joshua by undertaking a driven community building effort
>> > @ApacheCon.
>> > This being said, let's hash out here some objectives, must haves,
>>would
>> > likes, roadmap, etc if you like.
>> > Thanks for brining this topic up.
>> > Lewis
>> >
>> > On Monday, March 14, 2016, Tommaso Teofili <[email protected]>
>> > wrote:
>> >
>> >> Hi Kellen,
>> >>
>> >> I won't be at ApacheCon unfortunately, however your idea sounds good
>>if
>> >> there's anyone else joining.
>> >> Perhaps we can also discuss some of the topics you mention here on
>>the
>> >> list, and maybe that would be of help for f2f chats too.
>> >>
>> >> I'd particularly interested in discussing:
>> >> - use cases
>> >> - ideas around usage of neural networks for MT
>> >>
>> >> Regards,
>> >> Tommaso
>> >>
>> >>
>> >>
>> >>
>> >> Il giorno lun 14 mar 2016 alle ore 12:30 kellen sunderland <
>> >> [email protected] <javascript:;>> ha scritto:
>> >>
>> >>> Hello Joshua fans,
>> >>>
>> >>> I was wondering how many Joshua/Apache folks are going to be at
>> ApacheCon
>> >>> in May.  I was hoping if there's enough of us we could get together
>>and
>> >>> chat about development ideas for Joshua, discuss each others use
>>cases,
>> >>> etc.  I know that I for one would love to sync up on how the
>> development
>> >>> model for the project will work in the future.  Maybe ApacheCon
>>would
>> be
>> >> a
>> >>> good opportunity to chat face to face.
>> >>>
>> >>> -Kellen Sunderland
>> >>>
>> >>
>> >
>> >
>> > --
>> > *Lewis*
>>
>>

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