Hey Trevor- Just refreshed your readme. The jar that I mentioned is actually:
/home/username/.m2/repository/org/apache/mahout/mahout-spark_2.10/0.12.1-SNAPSHOT/mahout-spark_2.10-0.12.1-SNAPSHOT-dependency-reduced.jar rather than: /home/username/.m2/repository/org/apache/mahout/mahout-spark-shell_2.10/0.12.1-SNAPSHOT/mahout-spark_2.10-0.12.1-SNAPSHOT-dependency-reduced.jar (In the spark module that is) ________________________________________ From: Trevor Grant <trevor.d.gr...@gmail.com> Sent: Wednesday, May 18, 2016 11:02:43 AM To: dev@mahout.apache.org Subject: Re: Future Mahout - Zeppelin work ah yes- I remember you pointing that out to me too. I got side tracked yesterday for most of the day on an adventure in getting Zeppelin to work right after I accidently updated to the new snapshot (free hint: the secret was to clear my cache *face-palm*) I'm going to add that dependency to the readme.md now. thanks, tg Trevor Grant Data Scientist https://github.com/rawkintrevo http://stackexchange.com/users/3002022/rawkintrevo http://trevorgrant.org *"Fortunate is he, who is able to know the causes of things." -Virgil* On Wed, May 18, 2016 at 9:59 AM, Andrew Palumbo <ap....@outlook.com> wrote: > Trevor this is very cool- I have not been able to look at it closely yet > but just a small point: I believe that you'll also need to add the > > mahout-spark_2.10-0.12.1-SNAPSHOT-dependency-reduced.jar > > For things like the classification stats, confusion matrix, and t-digest. > > Andy > > ________________________________________ > From: Trevor Grant <trevor.d.gr...@gmail.com> > Sent: Wednesday, May 18, 2016 10:47:21 AM > To: dev@mahout.apache.org > Subject: Re: Future Mahout - Zeppelin work > > I still need to update my readme/env per Pat's comments below, however with > out further ado, I present two notebooks that integrate Mahout + Spark + > Zeppelin + ggplot2 > > https://github.com/rawkintrevo/mahout-zeppelin > > Supposing you have a somewhat recent version of Zeppelin 0.6 with sparkr > support running already, you may import the following raw notes directly > into Zeppelin: > > > https://raw.githubusercontent.com/rawkintrevo/mahout-zeppelin/master/%5BMAHOUT%5D%5BPROVING-GROUNDS%5DLinear%20Regression%20in%20Spark.json > > > https://raw.githubusercontent.com/rawkintrevo/mahout-zeppelin/master/%5BMAHOUT%5D%5BPROVING-GROUNDS%5DSpark-Mahout%2Bggplot2.json > > So my thoughs on next steps, which I'm positing only as a starting point > for discussion, and are in no particular order of importance: > > - Blog on HOWTO for everyman (assumes no familiarity with Mahout, and only > enough familiarity with Zeppelin to have Zeppelin + SparkR support) > - Some syntactic sugar somewhere in Mahout to convert a matrix into a tsv > string. (with some sanity, eg a sample of a matrix) > - Figure out with Zeppelin community what deeper integration feels like - > e.g. build-profile vs. tutorial > - I think the case for making a build-profile is that Zeppelin is first > and foremost a datascience tool for non technical users. > - If we go that route I'll need some more support finding out what is the > absolute minimum 'bare-bones' mahout we can include, e.g. does the user > have to have mahout installed? To be discussed. > - Add matplotlib (python) "support" -> paragraph showing how to do the same > thing in Python. > > The basic deal here is we are: > 1) Setting up a standard Zeppelin Spark Interpretter to act like a Mahout > interpretter > - This is taken care of by setting some env. variables, adding some > dependencies, and importing relevent packages > 2) do mahout things as you do > 3) export table to tsv string, which is passed to a resource pool > - This could be done to a disk if you didn't have zeppelin > 4) read the tsv from the resource pool (or disk if you didn't have > zeppelin) in R (python soon) and create a <plot package of your choice> > > To Pat's point- this is a kind of clumsy pipeline, however the Zeppelin > wrapper at least makes it *feel* less so. > > > Trevor Grant > Data Scientist > https://github.com/rawkintrevo > http://stackexchange.com/users/3002022/rawkintrevo > http://trevorgrant.org > > *"Fortunate is he, who is able to know the causes of things." -Virgil* > > > On Tue, May 17, 2016 at 1:17 PM, Pat Ferrel <p...@occamsmachete.com> wrote: > > > Seems like there is plenty to use in ggplot or python but the pipeline is > > a little convoluted (so maybe no need for Angular integration). To get > > graphics out of Mahout it would be nice to not require knowledge of R > > and/or python. Knowing Mahout is already bad enough but I guess the API > > from the Mahout side for plotting could be Scala syntactic sugar. What > and > > how this all is installed and setup is the next question. > > > > BTW this is what I use elsewhere (Mahout as a lib to this code) > > > > "spark.serializer": "org.apache.spark.serializer.KryoSerializer", > > "spark.kryo.registrator": > > "org.apache.mahout.sparkbindings.io.MahoutKryoRegistrator", > > "spark.kryo.referenceTracking": "false", > > "spark.kryoserializer.buffer": "300m”, > > > > afaik you will only see if Kryo is working when you have to serialize a > > mahout specific data type like vector of drm, something registered with > > Kryo. > > > > > > On May 16, 2016, at 6:18 PM, Trevor Grant <trevor.d.gr...@gmail.com> > > wrote: > > > > As a quick recap- we're trying to leverage Zeppelin for charting. > > > > It seems as though this can be achieved by > > - Adding properties to the Spark Interpreter > > - Adding dependency jars to the spark interpreter > > - importing in a spark paragraph > > > > All seems to be working well, but I've fooled myself into thinking things > > were 'working' before because I wasn't actually integrating. Lower I will > > outline the imports/properties, please look over and tell me if I'm > > theoretically missing anything. > > > > The next phase for me will be > > 1) Convert a matrix to some sort of serializable object that I can easily > > unpack from R > > 2) use Zeppelin's resource buffers to pass the object > > 3) collect the object in an R paragraph, convert it to a dataframe then > map > > using ggplot > > > > Once I have a working prototype I will work add some syntactic sugar to > > prepare the matrix from the scala side and pass to zeppelin (using > resource > > pools so the same functionality can be reused in Flink) and an R library > > containing some functions which will pull the data out of the resource > pool > > and spit out a dataframe. > > > > Once its in a Dataframe in R- go nuts with any plotting package you like. > > Likewise, it should be possible to do the same thing with matplotlib and > > python (https://gist.github.com/andershammar/9070e0f6916a0fbda7a5) > > > > All of this doesn't necessarily require any changing of the Zeppelin > source > > code, and isn't very intrusive or difficult to set up, I'll make a blog > > post but its almost a text book entry tutorial on using imports in > > Zeppelin. (e.g. a tutorial would be just as at home on the Zeppelin site > as > > it would on the Mahout site). > > > > Now, there has been some talk of using Zeppelin's angularJS. Things get > a > > little more harry in that case, but we could make an optional build > profile > > that would make zeppelin recognize matrices at tables and expose all of > the > > built in charting features of Zeppelin. > > > > If you're not adding a bunch of custom charts to Zeppelin (which would be > > somewhat tedious), you're going to end up with a lot of examples where > you > > create a table in Mahout/Spark pass it to AngularJS then some AngularJS > > code charts it for you. At that point however, you're doing just as much > > work, if not more than it would be to simply pass to R or Python and let > > ggplot or matlibplot do the work for you. > > > > Finally, I haven't run into any errors yet using Kyro (which in part is > > what makes me fear I'm not doing this right... it was too easy...) If > > anything seems redundant or missing, please call it out. > > > > Add Properties to Spark interp: > > > > spark.kryo.registrator > > org.apache.mahout.sparkbindings.io.MahoutKryoRegistrator > > spark.serializer org.apache.spark.serializer.KryoSerializer > > > > Add artifacts (need to change these to maven not local, also need to > > add/change one jar per below, however this does run): > > > > > > > /home/trevor/.m2/repository/org/apache/mahout/mahout-math/0.12.1-SNAPSHOT/mahout-math-0.12.1-SNAPSHOT.jar > > > > > /home/trevor/.m2/repository/org/apache/mahout/mahout-math-scala_2.10/0.12.1-SNAPSHOT/mahout-math-scala_2.10-0.12.1-SNAPSHOT.jar > > > > > /home/trevor/.m2/repository/org/apache/mahout/mahout-spark_2.10/0.12.1-SNAPSHOT/mahout-spark_2.10-0.12.1-SNAPSHOT.jar > > > > > /home/trevor/.m2/repository/org/apache/mahout/mahout-spark-shell_2.10/0.12.1-SNAPSHOT/mahout-spark-shell_2.10-0.12.1-SNAPSHOT.jar > > > > Add following code to first paragraph of notebook: > > ``` > > %spark > > import org.apache.mahout.math._ > > import org.apache.mahout.math.scalabindings._ > > import org.apache.mahout.math.drm._ > > import org.apache.mahout.math.scalabindings.RLikeOps._ > > import org.apache.mahout.math.drm.RLikeDrmOps._ > > import org.apache.mahout.sparkbindings._ > > > > implicit val sdc: > org.apache.mahout.sparkbindings.SparkDistributedContext = > > sc2sdc(sc) > > ``` > > > > > > > > Trevor Grant > > Data Scientist > > https://github.com/rawkintrevo > > http://stackexchange.com/users/3002022/rawkintrevo > > http://trevorgrant.org > > > > *"Fortunate is he, who is able to know the causes of things." -Virgil* > > > > > > On Mon, May 16, 2016 at 6:42 PM, Pat Ferrel <p...@occamsmachete.com> > wrote: > > > > > Creating an mc used to do some Kryo setup, like registering serializers > > or > > > serializer factories IIRC. Also there is the Spark conf for allocating > > > memory for the Kryo buffer. Look at the code in the mc creation code in > > the > > > Spark package helpers. All can be done in straight Spark and passed in > to > > > create the mc when needed. Again from old weak brain cells but I think > > that > > > is part of what makes the Mahout shell different than teh Spark shell > > plus > > > imports, it auto-creates the mc instead of or along with an sc. > > > > > > When I get back to my computer I can check. > > > > > > On May 16, 2016, at 3:40 PM, Andrew Palumbo <ap....@outlook.com> > wrote: > > > > > > Trevor, > > > > > > Could you post any kryo errors that you may be having? > > > > > > ________________________________ > > > From: Andrew Palumbo <ap....@outlook.com> > > > Sent: Monday, May 16, 2016 6:25:07 PM > > > To: mahout > > > Subject: Future Mahout - Zeppelin work > > > > > > > > > > > > > > > To Dmitriy's point, I agree ggplot is def the priority, The mahout > plots > > > are at this point are really just a POC, but at some point we may be > want > > > to integrate some data transformation features into the mahout plots > > > classes so they're really more future work. > > > > > > > > > long story short: > > > > > > > > >> OK. I'll read through the examples and try to do something with some > > > data, then do a ggplot and/or an angular plot on it (probably ggplot). > > > > > >> I'll do a quick tutorial. Then I'll reopen discussion on that Zeppelin > > > issue about weather we want to go ahead and add another interpreter. > > > > > > > > > Souds Great. > > > > > > > > > Thank you. > > > > > > ________________________________ > > > From: Trevor Grant <trevor.d.gr...@gmail.com> > > > Sent: Monday, May 16, 2016 5:49:17 PM > > > To: Dmitriy Lyubimov > > > Cc: Andrew Palumbo; Pat Ferrel; Suneel Marthi > > > Subject: Re: Intro - Future Mahout - Zeppelin work > > > > > > I just signed up for dev, should i just reply all and cc dev or start a > > > new thread? > > > > > > Trevor Grant > > > Data Scientist > > > https://github.com/rawkintrevo > > > [https://avatars3.githubusercontent.com/u/5852441?v=3&s=400]< > > > https://github.com/rawkintrevo> > > > > > > rawkintrevo (Trevor Grant) · GitHub<https://github.com/rawkintrevo> > > > github.com > > > rawkintrevo has 12 repositories written in Python, Batchfile, and R. > > > Follow their code on GitHub. > > > > > > > > > http://stackexchange.com/users/3002022/rawkintrevo > > > http://trevorgrant.org > > > > > > "Fortunate is he, who is able to know the causes of things." -Virgil > > > > > > > > > On Mon, May 16, 2016 at 4:46 PM, Dmitriy Lyubimov <dlie...@gmail.com > > > <mailto:dlie...@gmail.com>> wrote: > > > fwiw ggplot2 is pretty darn advanced:) i am a bit skeptical smile would > > > have something that ggplot2 would not, the other way around is much > more > > > expected by me:) > > > > > > anyhow if ggplot2 and matplotlib are available in Zeppelin without > major > > > limitations, it sounds like Zeppelin should be an all around very nice > > > venue then. > > > > > > On Mon, May 16, 2016 at 2:42 PM, Andrew Palumbo <ap....@outlook.com > > > <mailto:ap....@outlook.com>> wrote: > > > > > > yeah we should probably move this over to dev@ > > > > > > > > > sorry- answering a question from a couple emails back on the thread. > > > > > > > > > If possible, I think it would be great to eventually have both (native > > > mahout/smile plots and ggplot), since in the future we're going to be > > > adding more visualization features rather than simple scatter plots etc > > > that may not be covered by ggplot. > > > > > > > > > That's why we were thinking about using angular and the pngs. > > > > > > > > > But what youre saying in your last email would be great! > > > > > > > > > Thank you! > > > > > > > > > ________________________________ > > > From: Trevor Grant <trevor.d.gr...@gmail.com<mailto: > > > trevor.d.gr...@gmail.com>> > > > Sent: Monday, May 16, 2016 5:33:12 PM > > > To: Andrew Palumbo > > > Cc: Pat Ferrel; Suneel Marthi; Dmitriy Lyubimov > > > > > > Subject: Re: Intro - Future Mahout - Zeppelin work > > > > > > I somehow replied to your last email without seeing it... > > > > > > OK. I'll read through the examples and try to do something with some > > data, > > > then do a ggplot and/or an angular plot on it (probably ggplot). > > > > > > I'll do a quick tutorial. Then I'll reopen discussion on that Zeppelin > > > issue about weather we want to go ahead and add another interpreter. > > > > > > Trevor Grant > > > Data Scientist > > > https://github.com/rawkintrevo > > > http://stackexchange.com/users/3002022/rawkintrevo > > > http://trevorgrant.org > > > > > > "Fortunate is he, who is able to know the causes of things." -Virgil > > > > > > > > > On Mon, May 16, 2016 at 4:26 PM, Trevor Grant < > trevor.d.gr...@gmail.com > > > <mailto:trevor.d.gr...@gmail.com>> wrote: > > > sorry for double email but are you thinking visualization should be a > > > library internal to mahout or should we leverage zeppelins > visualization > > > capabilities? > > > > > > Also, should we move this discussion to dev? > > > > > > tg > > > > > > > > > Trevor Grant > > > Data Scientist > > > https://github.com/rawkintrevo > > > http://stackexchange.com/users/3002022/rawkintrevo > > > http://trevorgrant.org > > > > > > "Fortunate is he, who is able to know the causes of things." -Virgil > > > > > > > > > On Mon, May 16, 2016 at 4:14 PM, Andrew Palumbo <ap....@outlook.com > > > <mailto:ap....@outlook.com>> wrote: > > > > > > Sorry- to be a little more clear, Part of what we're trying to is to > get > > > the new plotting features integrated with Zeppelin. We plan on adding > > more > > > advanced plotting. > > > > > > > > > ________________________________ > > > From: Andrew Palumbo <ap....@outlook.com<mailto:ap....@outlook.com>> > > > Sent: Monday, May 16, 2016 5:04:49 PM > > > To: Pat Ferrel; Trevor Grant > > > Cc: Suneel Marthi; Dmitriy Lyubimov > > > Subject: Re: Intro - Future Mahout - Zeppelin work > > > > > > > > > Awesome! > > > > > > > > > most of the hard work was done by Dmitriy[??] , I've just reworked it a > > > couple of times to keep up with spark's refactoring. > > > > > > > > > I think that you will also need to include: > > > > > > > > > mahout-spark_2.10-0.12.1-SNAPSHOT-dependency-reduced.jar > > > > > > > > > For the new plotting features that we're working on. > > > > > > > > > the plotting is still a work in progress, and the grid and surface > plots > > > are not working properly. The plots are swing based and can currently > be > > > exported as PNGs. There are a few examples on the closed PR: > > > https://github.com/apache/mahout/pull/230 > > > > > > > > > There is an example script in examples/bin/spark-shell-plot.mscala > > > (commited to master) : > > > > > > https://github.com/apache/mahout/blob/master/examples/bin/spark-shell-plot.mscala > > > > > > > > > Thanks! > > > > > > > > > > > > ________________________________ > > > From: Pat Ferrel <p...@occamsmachete.com<mailto:p...@occamsmachete.com>> > > > Sent: Monday, May 16, 2016 4:54:15 PM > > > To: Trevor Grant > > > Cc: Andrew Palumbo; Suneel Marthi; Dmitriy Lyubimov > > > Subject: Re: Intro - Future Mahout - Zeppelin work > > > > > > This is only the beginning. Andy has been using Smile as a > visualization > > > lib since it is pretty rich in ML support. We are looking at > integrating > > > some of that with Zeppelin then adding code to feed the new > > visualizations > > > in Mahout. I’m here because I’m fairly familiar with AngularJS if > that’s > > > the way to go. Smile is swing based but can output pngs, maybe other > > image > > > formats—Andy? > > > > > > BTW Dmitriy is still very involved but has rouble getting permission to > > > donate code. > > > > > > > > > On May 16, 2016, at 1:45 PM, Trevor Grant <trevor.d.gr...@gmail.com > > > <mailto:trevor.d.gr...@gmail.com>> wrote: > > > > > > Hey Andrew, > > > > > > thanks- you basically did all of the hard work for me! > > > > > > I've got the linear regression example working from: > > > http://mahout.apache.org/users/sparkbindings/play-with-shell.html > > > > > > my java is sketchy at best, i tend to over import. I pulled in the > > > following jars: > > > > > > > > > org/apache/mahout/mahout-math/0.12.1-SNAPSHOT/mahout-math-0.12.1-SNAPSHOT.jar > > > > > > > > > org/apache/mahout/mahout-math-scala_2.10/0.12.1-SNAPSHOT/mahout-math-scala_2.10-0.12.1-SNAPSHOT.jar > > > > > > > > > org/apache/mahout/mahout-spark_2.10/0.12.1-SNAPSHOT/mahout-spark_2.10-0.12.1-SNAPSHOT.jar > > > > > > > > > org/apache/mahout/mahout-spark-shell_2.10/0.12.1-SNAPSHOT/mahout-spark-shell_2.10-0.12.1-SNAPSHOT.jar > > > > > > I think those are all necessary... should I be pulling in more? > > > > > > I hate to say it (but will do so bc this isn't public) this integration > > is > > > super easy from a user perspective, almost too easy- eg why not let the > > > user add it themselves... Add the appropriate maven artifacts, restart > > the > > > interpreter and run the following in a notebook: > > > ``` > > > import org.apache.mahout.math._ > > > import org.apache.mahout.math.scalabindings._ > > > import org.apache.mahout.math.drm._ > > > import org.apache.mahout.math.scalabindings.RLikeOps._ > > > import org.apache.mahout.math.drm.RLikeDrmOps._ > > > import org.apache.mahout.sparkbindings._ > > > > > > implicit val sdc: > org.apache.mahout.sparkbindings.SparkDistributedContext > > > = sc2sdc(sc) > > > ``` > > > Then whatever code you want and you're off to the races... > > > > > > that said, adding a build profile like -PsparkMahout and creating an > > > interpretter like %spark.mahout should be fairly straight forward. > > > > > > Second question, do you have an example that would be more > 'visualization > > > friendly'? I could pass the results to Angular or R just to show off > how > > to > > > do it. > > > > > > Which leads back to the question, is this even worth building a full > > > interpreter for or just make a really nice blog post with examples on > how > > > to integrate with R...? > > > > > > > > > > > > > > > > > > > > > > > > > > > Trevor Grant > > > Data Scientist > > > https://github.com/rawkintrevo > > > http://stackexchange.com/users/3002022/rawkintrevo > > > http://trevorgrant.org<http://trevorgrant.org/> > > > > > > "Fortunate is he, who is able to know the causes of things." -Virgil > > > > > > > > > On Mon, May 16, 2016 at 2:09 PM, Andrew Palumbo <ap....@outlook.com > > > <mailto:ap....@outlook.com>> wrote: > > > Hi Trevor, welcome! > > > > > > It's great to have you helping out, thanks very much. I've done a good > > > amount of work on our mahout spark shell .. so let me know if you have > > any > > > questions there about what we did there.. > > > > > > Thanks alot! > > > > > > Andy > > > > > > > > > -------- Original message -------- > > > From: Suneel Marthi <smar...@apache.org<mailto:smar...@apache.org>> > > > Date: 05/16/2016 2:44 PM (GMT-05:00) > > > To: Trevor Grant <trevor.d.gr...@gmail.com<mailto: > > trevor.d.gr...@gmail.com > > >>> > > > Cc: Suneel Marthi <smar...@apache.org<mailto:smar...@apache.org>>, Pat > > > Ferrel <p...@occamsmachete.com<mailto:p...@occamsmachete.com>>, Andrew > > > Palumbo <ap....@outlook.com<mailto:ap....@outlook.com>> > > > Subject: Re: Intro - Future Mahout - Zeppelin work > > > > > > Oh yes, he's around. I see him online. > > > > > > On Mon, May 16, 2016 at 2:42 PM, Trevor Grant < > trevor.d.gr...@gmail.com > > > <mailto:trevor.d.gr...@gmail.com>> wrote: > > > Is Dmitriy Lyubimov still around? > > > > > > Looks like he created this issue for Zeppelin a while ago. (The old > lost > > > code to which you were referring?) > > > > > > https://issues.apache.org/jira/browse/ZEPPELIN-116 > > > > > > > > > tg > > > > > > > > > Trevor Grant > > > Data Scientist > > > https://github.com/rawkintrevo > > > http://stackexchange.com/users/3002022/rawkintrevo > > > http://trevorgrant.org<http://trevorgrant.org/> > > > > > > "Fortunate is he, who is able to know the causes of things." -Virgil > > > > > > > > > On Mon, May 16, 2016 at 1:37 PM, Suneel Marthi <smar...@apache.org > > <mailto: > > > smar...@apache.org>> wrote: > > > Welcome to the party TG !! > > > > > > On Mon, May 16, 2016 at 2:28 PM, Trevor Grant < > trevor.d.gr...@gmail.com > > > <mailto:trevor.d.gr...@gmail.com>> wrote: > > > Hey all, > > > > > > I'm excited for a chance to help out. I'm actually getting ready to > > > download now and start playing around. > > > > > > I had talked about this briefly but it given a properly functioning > > > Zeppelin interpreter for Apache Mahout, one could leverage all of the > > > Zeppelin visualizations, anything in AngularJS, or anything in R > (through > > > clever use of Zeppelin's Resource Pools). > > > > > > I'll work on getting logged in to the slack channel as well. > > > > > > Nice to meet you all, looking forward to helping out! > > > > > > tg > > > > > > > > > Trevor Grant > > > Data Scientist > > > https://github.com/rawkintrevo > > > http://stackexchange.com/users/3002022/rawkintrevo > > > http://trevorgrant.org<http://trevorgrant.org/> > > > > > > "Fortunate is he, who is able to know the causes of things." -Virgil > > > > > > > > > On Sun, May 15, 2016 at 12:56 PM, Suneel Marthi <smar...@apache.org > > > <mailto:smar...@apache.org>> wrote: > > > FYi... > > > Trevor was there for my talk, so he has some idea of Mahout Samsara. > > > > > > On Sun, May 15, 2016 at 1:51 PM, Pat Ferrel <p...@occamsmachete.com > > <mailto: > > > p...@occamsmachete.com>> wrote: > > > Hey Trevor, > > > > > > Good to meet you. As you probably know Mahout-Samsara is a > reincarnation > > > of the project in a new body, which is less a collection of algorithms > > than > > > a roll-your-own math/algorithm tool. The major benefit is that during > > > experimentation and later in production the code is by nature scalable > on > > > Spark and Flink. Most of the Mahout DSL is R-like and supports tensor > > math > > > but we are now looking at streaming online algo support too. > > > > > > In any case you probably know we have a Mahout version of the Spark > > Shell, > > > which has been integrated with an old version of Zeppelin (code is > lost). > > > Recently Andy has experimented with some very nice visualizations of ML > > > data (not just analytics data). We as a project are interested in > > Zeppelin > > > integration of our shell and graphics. From what I understand the > > graphics > > > extension mechanism of Zeppelin is based on AngularJS, which I have > some > > > experience with. > > > > > > So, we’d like to start the conversation about how to proceed. We would > > > love some help but will move ahead in any case. > > > > > > Pat > > > > > > > > > On May 15, 2016, at 9:52 AM, Suneel Marthi <smar...@apache.org<mailto: > > > smar...@apache.org>> wrote: > > > > > > Hi Trevor, > > > > > > Nice meeting u last week in Vancouver. Per our conversation, I wanted > to > > > introduce u to Andrew Palumbo (Mahout Chair) and Pat Ferrel (Mahout > PMC). > > > > > > As I mentioned in my talk, we are actively looking at Zeppelin > > integration > > > with Mahout (primarily for spark) and would appreciate your help (as > also > > > all things DL and ML). > > > > > > We definitely can use all your help as we r revamping the Mahout > project > > > and shedding its legacy MapReduce image. > > > > > > I sent u an invite to the Mahout slack channel, mahout.apache.org< > > > http://mahout.apache.org/> - that's where we all hangout and not > having > > > to worry about avoiding naughty words. > > > > > > Looking forward to working with you > > > > > > Suneel > > > > > > > > > > >
