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Hello! I am Dulan

Welcome to my website. I’m an Artificial Intelligence Enthusiast, currently working as a Senior AI Engineer in the area of Machine Vision related research and development. My main aim is to improve day to day human life with the help of artificial intelligence. Outside of work, I enjoy cycling and playing chess. Here I’m posting some of my work and learning materials that will help anyone who is willing to learn and develop. You can contact me via any links given here.

 
My Skills:

Machine Learning, Computer Vision, Data Science, Algorithms, Programming, Application Deployment, Connectivity etc.

 

My Resume

Experience

Master of Data Science Engineering

University of Moratuwa

Jan 2020 - current

Gained knowledge about fundamentals of the fields of Computer Science Engineering

In-depth understanding of Data Science Engineering and how the data is driving force for the future.

Acquired a comprehensive understanding of the integration of Machine Learning models and creating a fully functional project on a real life problem.

Recent Projects

01.

Rugby Event Detection

Developing a method to detect, classify, and analyze team actions in a video is essential in machine understanding in sports. The main research area is to detect the events in a broadcasted rugby video.

Machine LearningVideo AnalyticsAction DetectionMSc Final Year Project
02.

Document Structure Recognition using Object Detection

This project is developed to detect various images, text and other content on online documents. Yolo v1 is the underline machine learning architecture which was used in this project

Object DetectionPyTorchType Recognition
03.

Improve Overall Performance Indicators of The Organization using Data Analysis

We were able to explain the relationships between performance indicators and overall efficiency gaining more than 80% of accuracy with the predictive methods. In this approach for data analysis is initiated in a manufacturing environment, it enables the users to visualise the available data in a useful manner in the meantime analyze data and find root causes for efficiency drops. Also by initiating predictive analysis practices, the organisation can get rid of future unfavourable operations in terms of profit.

Performance IndicatorsData AnalysisManufacturing IndustryMSc project
04.

Digit Recognizer

In this competition, our goal is to correctly identify digits from a dataset of tens of thousands of handwritten images.Here we used PyTorch as the main framework to implement simple CNN network

Multiclass ClassificationPyTorchDeepLearningKaggle Competition

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