Great! On Tue, Jun 23, 2015 at 9:03 PM, Madawa Soysa <madawa...@cse.mrt.ac.lk> wrote:
> Hi, > > I found a solution for the above issue. I could use most common feedback > such as views and purchases as the implicit data. I'm working on this right > now. > > On 22 June 2015 at 09:26, 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/> >> > > > > -- > > *_________________________________**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/
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