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These are the recent experience

------------------------------------------------------------------------------------
SCIENTIST, IHPC, A-STAR, Singapore(2015-now)
----------------------------------------------------------------------------
+ OCR of Indian vernacular language, Tamil to 62% accuracy using OpenCV, PIL and numpy
+ Deep learning for prediction of human thermal comfort-an MLproduct to predict the mean radiant temperature inside a high blockage ratio indoors using TensorFlow

+ Application of a classification algorithm to mammography-an ML product to detect breast anomalies using ANN.

+ Forecasting of streetlevel thermal comfort using the support vector machine algorithm based on datasets obtained from simulation studies and Singapore weather archives.

+ Comparison of the swarm intelligence based optimization methods-PSO, ACO and ABC for the determination of the characteristics of an ideal street.

+ Evacuation of Hot Air from the Cabin of The A380--as the Principal Investigator with a funding of 200K SGD from Singapore Airlines for a machine learning kernel to improve thermal comfort inside the flight cabin.

+ IEM (IntegratedEnvironmentalModeller)-Software tool development for an integrated platform for urban multi-physics simulating coupled wind, solar and noise and superimpose on GIS-as Software Lead.
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Researcher, University of Ulsan, 2014 – Feb 2015
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+ Machine Learning applied to a coupled cardiovascular flow-MRI scan for the realtime detection of cardiac arrest.
------------------------------------------------------------------------------------------------
Assistant Professor - Senior Grade, Galgotias University, India
-----------------------------------------------------------------------------------------------
+ Teaching Automobile Engineering Courses like Vehicle Dynamics, Finite Element Analysis, Engine Design and SImulation of Automotive Engnieering Systems and Components.

+ Research in computational methods for the Control Volume Finite Element Analysis, Computational heat transfer","rawText":"At least 12 years of experience in the field of numerical mathematics for a variety of scientific applications including fluid dynamics, heat transfer, Monte Carlo methods, intracutaneous drug diffusion, bioheat trasfer, financial modelling, micro-weather, human thermal comfort etc., Have been involved in research jobs in several renowned groups in Austria, Korea, Japan, Denmark and Singapore. Capable of hacking libraries in C++, Python and other mainstream languages and re-writing them at will. Expert in data structures and algorithms with an eye for computational efficiency and optimization. These are the recent experience ------------------------------------------------------------------------------------ SCIENTIST, IHPC, A-STAR, Singapore(2015-now) ---------------------------------------------------------------------------- + OCR of Indian vernacular language, Tamil to 62% accuracy using OpenCV, PIL and numpy + Deep learning for prediction of human thermal comfort-an MLproduct to predict the mean radiant temperature inside a high blockage ratio indoors using TensorFlow + Application of a classification algorithm to mammography-an ML product to detect breast anomalies using ANN. + Forecasting of streetlevel thermal comfort using the support vector machine algorithm based on datasets obtained from simulation studies and Singapore weather archives. + Comparison of the swarm intelligence based optimization methods-PSO, ACO and ABC for the determination of the characteristics of an ideal street. + Evacuation of Hot Air from the Cabin of The A380--as the Principal Investigator with a funding of 200K SGD from Singapore Airlines for a machine learning kernel to improve thermal comfort inside the flight cabin. + IEM (IntegratedEnvironmentalModeller)-Software tool development for an integrated platform for urban multi-physics simulating coupled wind, solar and noise and superimpose on GIS-as Software Lead. --------------------------------------------------------------------------------------------------- Researcher, University of Ulsan, 2014 – Feb 2015 -------------------------------------------------------------------------------------------------- + Machine Learning applied to a coupled cardiovascular flow-MRI scan for the realtime detection of cardiac arrest. ------------------------------------------------------------------------------------------------ Assistant Professor - Senior Grade, Galgotias University, India ----------------------------------------------------------------------------------------------- + Teaching Automobile Engineering Courses like Vehicle Dynamics, Finite Element Analysis, Engine Design and SImulation of Automotive Engnieering Systems and Components. + Research in computational methods for the Control Volume Finite Element Analysis, Computational heat transfer","canEdit":false,"editUrl":"https://www.workana.com/freelancer/750e047bf1010dd660ed068d25776662/profile/history","g11n":{"edit":"Edit","save":"Save","cancel":"Cancel","warning":"Warning: Don't share contact information or you may be blocked.","expandText":"View more","collapseText":"View less","placeholder":"Describe your work on previous projects, your role, and your contributions for each milestone of your professional career. Tell us how your work has brought value to the projects you have collaborated on in the past. Choose the most relevant aspects for each position, what you learned and achieved, and anything else that will help in understanding your career path."},"validation":{"required":true,"min":20,"max":50000}}},"profileCompleteness":{"show":false},"newProfileCard":{"canEditCompany":false,"canAddFavorite":false,"addFreelancersDropdownTitle":"Add to list","isHero":false,"isVerifiedAgency":false,"companyVisibleName":"R.","companyId":2136289,"companyHash":"750e047bf1010dd660ed068d25776662","ratingData":{"rating":0,"hasRating":false,"width":"width: 0","noRatings":"No ratings yet","average":0,"ratingText":"No ratings yet"},"profileVisibilityEditInitials":{"isChecked":true,"actionUrl":"https://www.workana.com/companies/profile/edit/visibility","g11n":{"toggleLabel":"Public Profile"}},"agencyEditInitials":{"isChecked":false,"actionUrl":"https://www.workana.com/companies/profile/edit/is_agency","g11n":{"toggleLabel":"Agency Profile"}},"phone":{"text":"Phone number: ","canEditPhone":false,"hasPhone":true,"number":null},"countryData":{"country":"SG","name":"Singapore","class":"flag flag-sg","url":"https://www.workana.com/en/freelancers/singapore?ref=freelancer_view","blankGif":"https://wkncdn.com/newx/assets/build/img/blank.e5634ce39.gif"},"hourlyRate":{"text":"Hourly rate:","rate":"S$ 30.00","isSet":true,"currency":"SGD","amount":"30.00"},"mainSkill":{"isSet":true,"text":"Freelancer expert in IT & Programming"},"public":true,"clarificationText":"Allowed formats:
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