Hello Madawa, In addition to what Nirmal said, please check if there any spelling mistakes or case mismatches in the Algorithm Name/Algorithm Type
Thank you On Thu, Jul 16, 2015 at 4:19 PM, Nirmal Fernando <nir...@wso2.com> wrote: > +Thushan > > On Thu, Jul 16, 2015 at 11:42 AM, Nirmal Fernando <nir...@wso2.com> wrote: > >> Hi Madawa, >> >> Please check >> https://github.com/thushv89/carbon-ml/commit/a76dfcfdbca157cc4ac4e175959c80ae72bd0d01 >> >> You need to update Jag files a bit. >> >> On Thu, Jul 16, 2015 at 11:33 AM, Madawa Soysa <madawa...@cse.mrt.ac.lk> >> wrote: >> >>> Hi Nirmal, >>> >>> I added the details of the new algorithm to the machine-learner.xml. But >>> the UI doesn't show the new algorithm to select when creating an analysis. >>> What would be the reason? Any idea how to fix it? >>> >>> On 6 July 2015 at 12:17, Madawa Soysa <madawa...@cse.mrt.ac.lk> wrote: >>> >>>> Hi Nirmal, >>>> >>>> Thanks for the link. I will check it. >>>> >>>> On 6 July 2015 at 07:27, Nirmal Fernando <nir...@wso2.com> wrote: >>>> >>>>> Hi Madawa, >>>>> >>>>> Please check this presentation >>>>> https://spark-summit.org/2015/events/a-more-scalable-way-of-making-recommendations-with-mllib/ >>>>> >>>>> On Thu, Jul 2, 2015 at 9:22 AM, Nirmal Fernando <nir...@wso2.com> >>>>> wrote: >>>>> >>>>>> Thanks Madawa. >>>>>> >>>>>> On Wed, Jul 1, 2015 at 11:46 PM, Madawa Soysa < >>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>> >>>>>>> Hi Nirmal, >>>>>>> >>>>>>> I have done following work so far in the project. >>>>>>> >>>>>>> - Implemented the recommendation algorithm using java and spark. >>>>>>> A sample source code is hosted at [1] >>>>>>> <https://github.com/madawas/spark-recommendation> >>>>>>> >>>>>>> - Researched on *inferring a rating through implicit feedback >>>>>>> data*, collaborative filtering with implicit feedback data and >>>>>>> using existing functions on spark to work with implicit data and >>>>>>> recommending. >>>>>>> After reading several papers and documents, I decided to use >>>>>>> *weighted >>>>>>> average of product page views and purchases* as the inferred >>>>>>> observation as the preference value. >>>>>>> >>>>>>> - Started integrating the algorithms to carbon-ml. [2] >>>>>>> <https://github.com/madawas/carbon-ml/tree/recommendation> >>>>>>> >>>>>>> [1] - https://github.com/madawas/spark-recommendation >>>>>>> [2] - https://github.com/madawas/carbon-ml/tree/recommendation >>>>>>> >>>>>>> >>>>>>> Regards, >>>>>>> Madawa >>>>>>> >>>>>>> On 1 July 2015 at 22:25, Nirmal Fernando <nir...@wso2.com> wrote: >>>>>>> >>>>>>>> Hi Madawa, >>>>>>>> >>>>>>>> Please send the current status/work carried out of the project, >>>>>>>> that will help us to set the future goals. >>>>>>>> >>>>>>>> On Fri, Jun 26, 2015 at 12:09 PM, Madawa Soysa < >>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>> >>>>>>>>> Sure, let's meet next week. >>>>>>>>> >>>>>>>>> On 25 June 2015 at 14:44, Srinath Perera <srin...@wso2.com> wrote: >>>>>>>>> >>>>>>>>>> Madawa, sorry for being late to respond. Lets planning to meet on >>>>>>>>>> week of july 07 ( I am traveling). Meet Nirmal before if needed. >>>>>>>>>> >>>>>>>>>> --Srinath >>>>>>>>>> >>>>>>>>>> On Mon, Jun 22, 2015 at 9:26 AM, Madawa Soysa < >>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>> >>>>>>>>>>> I have lectures in Wednesday morning till 12.15. I'll be free >>>>>>>>>>> after that. >>>>>>>>>>> >>>>>>>>>>> On 22 June 2015 at 09:24, Srinath Perera <srin...@wso2.com> >>>>>>>>>>> wrote: >>>>>>>>>>> >>>>>>>>>>>> Can we meet Wednesday 10.30 at WSO2 Trace office? >>>>>>>>>>>> >>>>>>>>>>>> On Mon, Jun 22, 2015 at 9:10 AM, Nirmal Fernando < >>>>>>>>>>>> nir...@wso2.com> wrote: >>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> On Mon, Jun 22, 2015 at 9:07 AM, Madawa Soysa < >>>>>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>>>>> >>>>>>>>>>>>>> Hi, >>>>>>>>>>>>>> >>>>>>>>>>>>>> In this week I have researched on collaborative filtering >>>>>>>>>>>>>> with implicit feedback data (i.e session data and user >>>>>>>>>>>>>> behavior). I have >>>>>>>>>>>>>> followed [1, 2] on this. Even though these papers provide a >>>>>>>>>>>>>> solution we >>>>>>>>>>>>>> cannot use them since we cannot use the current implementation >>>>>>>>>>>>>> in Spark >>>>>>>>>>>>>> with these. >>>>>>>>>>>>>> >>>>>>>>>>>>>> Also I researched on the possibility of inferring a rating >>>>>>>>>>>>>> using the session data and create a new data set and push to >>>>>>>>>>>>>> spark, but >>>>>>>>>>>>>> almost all the solutions are domain specific. Since the >>>>>>>>>>>>>> preferences are >>>>>>>>>>>>>> dependent on item attributes. >>>>>>>>>>>>>> >>>>>>>>>>>>>> How should I proceed? Since I have finished implementing the >>>>>>>>>>>>>> generic recommendation algorithm I can integrate this with ML >>>>>>>>>>>>>> with a slight >>>>>>>>>>>>>> design change. Can we have a discussion on this? >>>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> +1, let's discuss the issue in detail. >>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> Thanks, >>>>>>>>>>>>>> Madawa >>>>>>>>>>>>>> >>>>>>>>>>>>>> [1] - >>>>>>>>>>>>>> https://drive.google.com/file/d/0B5EB-AEf-NyPOHBPRWpRM3hvejA/view?usp=sharing >>>>>>>>>>>>>> [2] - >>>>>>>>>>>>>> https://drive.google.com/file/d/0B5EB-AEf-NyPbkVUV2NqZ3R5b0U/view?usp=sharing >>>>>>>>>>>>>> >>>>>>>>>>>>>> On 16 June 2015 at 12:00, Madawa Soysa < >>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>>>>>> >>>>>>>>>>>>>>> Hi, >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> I have developed an sample application to generate >>>>>>>>>>>>>>> recommendations using Apache Spark MLlib and Java. Project >>>>>>>>>>>>>>> source code can >>>>>>>>>>>>>>> be found in GitHub[1] >>>>>>>>>>>>>>> <https://github.com/madawas/spark-recommendation>. Output >>>>>>>>>>>>>>> can be taken in any format and in the current app, I'm printing >>>>>>>>>>>>>>> the output >>>>>>>>>>>>>>> to the console. The data set used can be found here[2] >>>>>>>>>>>>>>> <https://drive.google.com/open?id=0B5EB-AEf-NyPflRteEhzNmxFOGpROEFNbWJRa0VTcU5MeEg5WVcya1JIbGM5LVhrU3VXNTQ&authuser=0>. >>>>>>>>>>>>>>> Please look in to this and provide feedback. >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Next I'm going to modify the application to read data from >>>>>>>>>>>>>>> implicit data (page views, likes, time spent on page) and infer >>>>>>>>>>>>>>> a rating. >>>>>>>>>>>>>>> I'm referring to [3] >>>>>>>>>>>>>>> <https://drive.google.com/open?id=0B5EB-AEf-NyPOHBPRWpRM3hvejA&authuser=0> >>>>>>>>>>>>>>> on this. >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Also is there any idea on how to extract data from websites? >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> [1] - https://github.com/madawas/spark-recommendation >>>>>>>>>>>>>>> [2] - >>>>>>>>>>>>>>> https://drive.google.com/open?id=0B5EB-AEf-NyPflRteEhzNmxFOGpROEFNbWJRa0VTcU5MeEg5WVcya1JIbGM5LVhrU3VXNTQ&authuser=0 >>>>>>>>>>>>>>> [3] - >>>>>>>>>>>>>>> https://drive.google.com/open?id=0B5EB-AEf-NyPOHBPRWpRM3hvejA&authuser=0 >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Thanks, >>>>>>>>>>>>>>> Madawa. >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> On 5 June 2015 at 15:27, Madawa Soysa < >>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Hi, >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Had an initial meeting with the mentors about the $subject >>>>>>>>>>>>>>>> and discussed following matters. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> - Data format to be consider in the project >>>>>>>>>>>>>>>> - Re-Modeling implicit data (mouse clicks, page views) >>>>>>>>>>>>>>>> that can be extracted from websites to explicit rating >>>>>>>>>>>>>>>> scheme. >>>>>>>>>>>>>>>> - publishing data to DAS and connecting ML with DAS. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Currently I'm developing a sample personalized recommend >>>>>>>>>>>>>>>> system to test how Apache Spark uses data and how it generates >>>>>>>>>>>>>>>> the output >>>>>>>>>>>>>>>> model. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Thanks, >>>>>>>>>>>>>>>> Madawa >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> On 5 June 2015 at 11:22, Nirmal Fernando <nir...@wso2.com> >>>>>>>>>>>>>>>> wrote: >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> Please also send an update on the meeting to dev@ >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> On Fri, Jun 5, 2015 at 11:19 AM, Nirmal Fernando < >>>>>>>>>>>>>>>>> nir...@wso2.com> wrote: >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> https://docs.wso2.com/display/ML100/Integration+with+WSO2+Data+Analytics+Server >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 3:48 PM, Madawa Soysa < >>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> OK. Thanks. I will be there. >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> On 4 June 2015 at 14:55, Nirmal Fernando < >>>>>>>>>>>>>>>>>>> nir...@wso2.com> wrote: >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> great.. confirmed then. >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 2:47 PM, Madawa Soysa < >>>>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> Yes. Fine with 11 a.m. >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> On 4 June 2015 at 14:00, Nirmal Fernando < >>>>>>>>>>>>>>>>>>>>> nir...@wso2.com> wrote: >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> 11am ? >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 1:23 PM, Madawa Soysa < >>>>>>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> I'm free in the morning. >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> On 4 June 2015 at 10:52, Nirmal Fernando < >>>>>>>>>>>>>>>>>>>>>>> nir...@wso2.com> wrote: >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> You are free tomorrow? >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 10:51 AM, Nirmal Fernando < >>>>>>>>>>>>>>>>>>>>>>>> nir...@wso2.com> wrote: >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> Ok thanks. I'll send you an invite offline. >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> On Wed, Jun 3, 2015 at 9:44 PM, Madawa Soysa < >>>>>>>>>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> Hi Nirmal, >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> I have been playing with the Apache Spark MLlib >>>>>>>>>>>>>>>>>>>>>>>>>> functions and currently implementing a sample >>>>>>>>>>>>>>>>>>>>>>>>>> recommendation algorithm >>>>>>>>>>>>>>>>>>>>>>>>>> using collaborative filtering. I would like to have >>>>>>>>>>>>>>>>>>>>>>>>>> a meeting as soon as >>>>>>>>>>>>>>>>>>>>>>>>>> possible before starting to implement the actual >>>>>>>>>>>>>>>>>>>>>>>>>> component about the >>>>>>>>>>>>>>>>>>>>>>>>>> workflow and integration details. >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> Thanks, >>>>>>>>>>>>>>>>>>>>>>>>>> Madawa. >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> On 3 June 2015 at 08:30, Nirmal Fernando < >>>>>>>>>>>>>>>>>>>>>>>>>> nir...@wso2.com> wrote: >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> Hi Madawa, >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> Please send an update on your work thus far. >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> On Sun, May 10, 2015 at 2:23 PM, Nirmal Fernando >>>>>>>>>>>>>>>>>>>>>>>>>>> <nir...@wso2.com> wrote: >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> Hi Madawa, >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> Welcome to GSoC 15' ! As the first step, please >>>>>>>>>>>>>>>>>>>>>>>>>>>> start exploring recommendation algorithms of Spark >>>>>>>>>>>>>>>>>>>>>>>>>>>> (v1.3) MLLib and we >>>>>>>>>>>>>>>>>>>>>>>>>>>> would like to see a list of supported algorithms >>>>>>>>>>>>>>>>>>>>>>>>>>>> and some information on >>>>>>>>>>>>>>>>>>>>>>>>>>>> each of those. >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> On Wed, May 6, 2015 at 9:31 AM, Madawa Soysa < >>>>>>>>>>>>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk> wrote: >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Hi Mentors, >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> First of all thanks for selecting my proposal >>>>>>>>>>>>>>>>>>>>>>>>>>>>> on $subject . Even though coding in GSoC starts >>>>>>>>>>>>>>>>>>>>>>>>>>>>> on 25th May, I would like >>>>>>>>>>>>>>>>>>>>>>>>>>>>> to have a discussion with mentors and start >>>>>>>>>>>>>>>>>>>>>>>>>>>>> implementing as soon as >>>>>>>>>>>>>>>>>>>>>>>>>>>>> possible. It would be great if you can review the >>>>>>>>>>>>>>>>>>>>>>>>>>>>> proposal and provide >>>>>>>>>>>>>>>>>>>>>>>>>>>>> feedback. Previous mail thread attached at [1] >>>>>>>>>>>>>>>>>>>>>>>>>>>>> <http://wso2.markmail.org/search/%5BDev%5D+%5BGSoC-2015%5D+Proposal+11:+Recommendation+Solution+for+WSO2+Machine+Learner+from:%22Madawa+Soysa%22> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> . >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> [1] >>>>>>>>>>>>>>>>>>>>>>>>>>>>> - >>>>>>>>>>>>>>>>>>>>>>>>>>>>> http://wso2.markmail.org/search/%5BDev%5D+%5BGSoC-2015%5D+Proposal+11:+Recommendation+Solution+for+WSO2+Machine+Learner+from:%22Madawa+Soysa%22 >>>>>>>>>>>>>>>>>>>>>>>>>>>>> <http://wso2.markmail.org/search/%5BDev%5D+%5BGSoC-2015%5D+Proposal+11:+Recommendation+Solution+for+WSO2+Machine+Learner+from:%22Madawa+Soysa%22> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Thanks, >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Madawa >>>>>>>>>>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> *_________________________________**Madawa >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Soysa* >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: >>>>>>>>>>>>>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk >>>>>>>>>>>>>>>>>>>>>>>>>>>>> LinkedIn >>>>>>>>>>>>>>>>>>>>>>>>>>>>> <http://lk.linkedin.com/in/madawasoysa> | >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Twitter <https://twitter.com/madawa_rc> | >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Tumblr <http://madawas.tumblr.com/> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies >>>>>>>>>>>>>>>>>>>>>>>>>>>> Team, WSO2 Inc. >>>>>>>>>>>>>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies >>>>>>>>>>>>>>>>>>>>>>>>>>> Team, WSO2 Inc. >>>>>>>>>>>>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: >>>>>>>>>>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk >>>>>>>>>>>>>>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> >>>>>>>>>>>>>>>>>>>>>>>>>> | Twitter <https://twitter.com/madawa_rc> | >>>>>>>>>>>>>>>>>>>>>>>>>> Tumblr <http://madawas.tumblr.com/> >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, >>>>>>>>>>>>>>>>>>>>>>>>> WSO2 Inc. >>>>>>>>>>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, >>>>>>>>>>>>>>>>>>>>>>>> WSO2 Inc. >>>>>>>>>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: >>>>>>>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk >>>>>>>>>>>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | >>>>>>>>>>>>>>>>>>>>>>> Twitter <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, >>>>>>>>>>>>>>>>>>>>>> WSO2 Inc. >>>>>>>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: >>>>>>>>>>>>>>>>>>>>> madawa...@cse.mrt.ac.lk >>>>>>>>>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | >>>>>>>>>>>>>>>>>>>>> Twitter <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 >>>>>>>>>>>>>>>>>>>> Inc. >>>>>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: madawa...@cse.mrt.ac.lk >>>>>>>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | >>>>>>>>>>>>>>>>>>> Twitter <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 >>>>>>>>>>>>>>>>>> Inc. >>>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>>>>>> Nirmal >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 >>>>>>>>>>>>>>>>> Inc. >>>>>>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: madawa...@cse.mrt.ac.lk >>>>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> -- >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> >>>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: madawa...@cse.mrt.ac.lk >>>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> -- >>>>>>>>>>>>>> >>>>>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>>>>> >>>>>>>>>>>>>> Undergraduate, >>>>>>>>>>>>>> >>>>>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>>>>> >>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> Chairman, >>>>>>>>>>>>>> >>>>>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>>>>> University of Moratuwa. >>>>>>>>>>>>>> >>>>>>>>>>>>>> >>>>>>>>>>>>>> Mobile: +94 75 812 0726 | Email: madawa...@cse.mrt.ac.lk >>>>>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> -- >>>>>>>>>>>>> >>>>>>>>>>>>> Thanks & regards, >>>>>>>>>>>>> Nirmal >>>>>>>>>>>>> >>>>>>>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>>>>>>>>> Mobile: +94715779733 >>>>>>>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>>> >>>>>>>>>>>> >>>>>>>>>>>> >>>>>>>>>>>> -- >>>>>>>>>>>> ============================ >>>>>>>>>>>> Blog: http://srinathsview.blogspot.com twitter:@srinath_perera >>>>>>>>>>>> Site: http://people.apache.org/~hemapani/ >>>>>>>>>>>> Photos: http://www.flickr.com/photos/hemapani/ >>>>>>>>>>>> Phone: 0772360902 >>>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> -- >>>>>>>>>>> >>>>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>>>> >>>>>>>>>>> Undergraduate, >>>>>>>>>>> >>>>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>>>> >>>>>>>>>>> University of Moratuwa. >>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> Chairman, >>>>>>>>>>> >>>>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>>>> University of Moratuwa. >>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> Mobile: +94 75 812 0726 | Email: madawa...@cse.mrt.ac.lk >>>>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>>>> >>>>>>>>>> >>>>>>>>>> >>>>>>>>>> >>>>>>>>>> -- >>>>>>>>>> ============================ >>>>>>>>>> Blog: http://srinathsview.blogspot.com twitter:@srinath_perera >>>>>>>>>> Site: http://people.apache.org/~hemapani/ >>>>>>>>>> Photos: http://www.flickr.com/photos/hemapani/ >>>>>>>>>> Phone: 0772360902 >>>>>>>>>> >>>>>>>>> >>>>>>>>> >>>>>>>>> >>>>>>>>> -- >>>>>>>>> >>>>>>>>> *_________________________________**Madawa Soysa* >>>>>>>>> >>>>>>>>> Undergraduate, >>>>>>>>> >>>>>>>>> Department of Computer Science and Engineering, >>>>>>>>> >>>>>>>>> University of Moratuwa. >>>>>>>>> >>>>>>>>> >>>>>>>>> Chairman, >>>>>>>>> >>>>>>>>> IEEE Computer Society Student Chapter, >>>>>>>>> University of Moratuwa. >>>>>>>>> >>>>>>>>> >>>>>>>>> Mobile: +94 75 812 0726 | Email: madawa...@cse.mrt.ac.lk >>>>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>>>> <http://madawas.tumblr.com/> >>>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> -- >>>>>>>> >>>>>>>> Thanks & regards, >>>>>>>> Nirmal >>>>>>>> >>>>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>>>> Mobile: +94715779733 >>>>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>> >>>>>>> >>>>>>> -- >>>>>>> >>>>>>> *_________________________________**Madawa Soysa* >>>>>>> >>>>>>> Undergraduate, >>>>>>> >>>>>>> Department of Computer Science and Engineering, >>>>>>> >>>>>>> University of Moratuwa. >>>>>>> >>>>>>> >>>>>>> Chairman, >>>>>>> >>>>>>> IEEE Computer Society Student Chapter, >>>>>>> University of Moratuwa. >>>>>>> >>>>>>> >>>>>>> Mobile: +94 75 812 0726 | Email: madawa...@cse.mrt.ac.lk >>>>>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>>>>> <https://twitter.com/madawa_rc> | Tumblr >>>>>>> <http://madawas.tumblr.com/> >>>>>>> >>>>>> >>>>>> >>>>>> >>>>>> -- >>>>>> >>>>>> Thanks & regards, >>>>>> Nirmal >>>>>> >>>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>>> Mobile: +94715779733 >>>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>>> >>>>>> >>>>>> >>>>> >>>>> >>>>> -- >>>>> >>>>> Thanks & regards, >>>>> Nirmal >>>>> >>>>> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >>>>> Mobile: +94715779733 >>>>> Blog: http://nirmalfdo.blogspot.com/ >>>>> >>>>> >>>>> >>>> >>>> >>>> -- >>>> >>>> *_________________________________**Madawa Soysa* >>>> >>>> Undergraduate, >>>> >>>> Department of Computer Science and Engineering, >>>> >>>> University of Moratuwa. >>>> >>>> >>>> Chairman, >>>> >>>> IEEE Computer Society Student Chapter, >>>> University of Moratuwa. >>>> >>>> >>>> Mobile: +94 75 812 0726 | Email: madawa...@cse.mrt.ac.lk >>>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>>> <https://twitter.com/madawa_rc> | Tumblr <http://madawas.tumblr.com/> >>>> >>> >>> >>> >>> -- >>> >>> *_________________________________**Madawa Soysa* >>> >>> Undergraduate, >>> >>> Department of Computer Science and Engineering, >>> >>> University of Moratuwa. >>> >>> >>> Mobile: +94 71 461 6050 <%2B94%2075%20812%200726> | Email: >>> madawa...@cse.mrt.ac.lk >>> LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter >>> <https://twitter.com/madawa_rc> | Tumblr <http://madawas.tumblr.com/> >>> >> >> >> >> -- >> >> Thanks & regards, >> Nirmal >> >> Associate Technical Lead - Data Technologies Team, WSO2 Inc. >> Mobile: +94715779733 >> Blog: http://nirmalfdo.blogspot.com/ >> >> >> > > > -- > > Thanks & regards, > Nirmal > > Associate Technical Lead - Data Technologies Team, WSO2 Inc. > Mobile: +94715779733 > Blog: http://nirmalfdo.blogspot.com/ > > > -- Regards, Thushan Ganegedara School of IT University of Sydney, Australia
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