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/
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