Hi Nirmal, Sorry for the late reply.
I have successfully integrated the Recommendation Algorithm to ML for data sets with explicit Rating. Currently I am implementing the feature for data sets with implicit feedback data. Is it possible to have a code review next week? Then I could demonstrate what I did and also discuss further modification and the JavaScript client. Thanks, Madawa On 22 July 2015 at 10:10, Nirmal Fernando <[email protected]> wrote: > Ok, thanks for the update. Do you need any input from us for the remaining > tasks? > > On Wed, Jul 22, 2015 at 10:06 AM, Madawa Soysa <[email protected]> > wrote: > >> Hi, >> >> Almost finished integrating the algorithm to the ML. I'm currently >> testing and fixing some errors with it. I will give a full update in the >> evening. Things left to do are we need a way to get recommendations through >> the REST API and also the JavaScript client to extract data. >> >> Thanks, >> Madawa >> >> On 22 July 2015 at 09:32, Nirmal Fernando <[email protected]> wrote: >> >>> Hi Madawa, >>> >>> Could you please summarize the current status of the project and also >>> the things left to do? >>> >>> On Thu, Jul 16, 2015 at 12:15 PM, Thushan Ganegedara <[email protected]> >>> wrote: >>> >>>> 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 <[email protected]> >>>> wrote: >>>> >>>>> +Thushan >>>>> >>>>> On Thu, Jul 16, 2015 at 11:42 AM, Nirmal Fernando <[email protected]> >>>>> 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 < >>>>>> [email protected]> 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 <[email protected]> >>>>>>> wrote: >>>>>>> >>>>>>>> Hi Nirmal, >>>>>>>> >>>>>>>> Thanks for the link. I will check it. >>>>>>>> >>>>>>>> On 6 July 2015 at 07:27, Nirmal Fernando <[email protected]> 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 <[email protected]> >>>>>>>>> wrote: >>>>>>>>> >>>>>>>>>> Thanks Madawa. >>>>>>>>>> >>>>>>>>>> On Wed, Jul 1, 2015 at 11:46 PM, Madawa Soysa < >>>>>>>>>> [email protected]> 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 <[email protected]> >>>>>>>>>>> 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 < >>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>> >>>>>>>>>>>>> Sure, let's meet next week. >>>>>>>>>>>>> >>>>>>>>>>>>> On 25 June 2015 at 14:44, Srinath Perera <[email protected]> >>>>>>>>>>>>> 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 < >>>>>>>>>>>>>> [email protected]> 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 <[email protected]> >>>>>>>>>>>>>>> wrote: >>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> Can we meet Wednesday 10.30 at WSO2 Trace office? >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>> On Mon, Jun 22, 2015 at 9:10 AM, Nirmal Fernando < >>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>> On Mon, Jun 22, 2015 at 9:07 AM, Madawa Soysa < >>>>>>>>>>>>>>>>> [email protected]> 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 < >>>>>>>>>>>>>>>>>> [email protected]> 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 < >>>>>>>>>>>>>>>>>>> [email protected]> 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 < >>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> Please also send an update on the meeting to dev@ >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>> On Fri, Jun 5, 2015 at 11:19 AM, Nirmal Fernando < >>>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> https://docs.wso2.com/display/ML100/Integration+with+WSO2+Data+Analytics+Server >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 3:48 PM, Madawa Soysa < >>>>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> OK. Thanks. I will be there. >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>> On 4 June 2015 at 14:55, Nirmal Fernando < >>>>>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> great.. confirmed then. >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 2:47 PM, Madawa Soysa < >>>>>>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> Yes. Fine with 11 a.m. >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>> On 4 June 2015 at 14:00, Nirmal Fernando < >>>>>>>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> 11am ? >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 1:23 PM, Madawa Soysa < >>>>>>>>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> I'm free in the morning. >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>> On 4 June 2015 at 10:52, Nirmal Fernando < >>>>>>>>>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> You are free tomorrow? >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>> On Thu, Jun 4, 2015 at 10:51 AM, Nirmal >>>>>>>>>>>>>>>>>>>>>>>>>>>> Fernando <[email protected]> wrote: >>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> Ok thanks. I'll send you an invite offline. >>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>> On Wed, Jun 3, 2015 at 9:44 PM, Madawa Soysa < >>>>>>>>>>>>>>>>>>>>>>>>>>>>> [email protected]> 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 < >>>>>>>>>>>>>>>>>>>>>>>>>>>>>> [email protected]> wrote: >>>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> Hi Madawa, >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> Please send an update on your work thus far. >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> On Sun, May 10, 2015 at 2:23 PM, Nirmal >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> Fernando <[email protected]> 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 <[email protected]> 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: >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> [email protected] >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> 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: >>>>>>>>>>>>>>>>>>>>>>>>>>>>>> [email protected] >>>>>>>>>>>>>>>>>>>>>>>>>>>>>> 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: >>>>>>>>>>>>>>>>>>>>>>>>>>> [email protected] >>>>>>>>>>>>>>>>>>>>>>>>>>> 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: >>>>>>>>>>>>>>>>>>>>>>>>> [email protected] >>>>>>>>>>>>>>>>>>>>>>>>> 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: >>>>>>>>>>>>>>>>>>>>>>> [email protected] >>>>>>>>>>>>>>>>>>>>>>> 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: >>>>>>>>>>>>>>>>>>>> [email protected] >>>>>>>>>>>>>>>>>>>> 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: [email protected] >>>>>>>>>>>>>>>>>>> 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: [email protected] >>>>>>>>>>>>>>>>>> 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: [email protected] >>>>>>>>>>>>>>> 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: [email protected] >>>>>>>>>>>>> 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: [email protected] >>>>>>>>>>> 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: [email protected] >>>>>>>> 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: >>>>>>> [email protected] >>>>>>> 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 >>>> >>> >>> >>> >>> -- >>> >>> 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. >> >> >> Mobile: +94 71 461 6050 <%2B94%2075%20812%200726> | Email: >> [email protected] >> 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. Mobile: +94 71 461 6050 <%2B94%2075%20812%200726> | Email: [email protected] LinkedIn <http://lk.linkedin.com/in/madawasoysa> | Twitter <https://twitter.com/madawa_rc> | Tumblr <http://madawas.tumblr.com/>
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