Hi, I'm Dasith 
AI & Machine Learning Enthusiast. Software Engineer at IFS & Master's Student at Curtin University. I create content on Instagram & TikTok about my tech journey and life!
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About
I'm currently pursuing a Master's in Artificial Intelligence at Curtin University. My focus is on machine learning, data-driven systems, and real-world AI applications. Beyond my studies, I work as a Software Engineer at IFS and spend time building AI-powered projects. These projects allow me to explore advanced AI techniques while solving practical problems.
Recent Posts
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Work Experience
Education
Skills
Machine Learning / AI
Languages
English
SinhalaI like building models
During my time in university, I completed multiple assignments focused on ML and AI. Each project was an opportunity to train models, experiment with algorithms, and apply AI techniques to solve real problems.
March 2026
Domain Adaptation for ADAS Perception in Australian Freight Environments
Curtin University
Benchmarked state-of-the-art segmentation models (SegFormer, Mask2Former, OneFormer, YOLOv8) on the SydneyScapes dataset. Quantified domain shift from Cityscapes, applied fine-tuning achieving +15.81pp mIoU improvement. Focused on harsh Australian conditions — night, dust, rural roads, and wildlife.
2025
Enhancing Electric Vehicle Battery Health Forecasting Using Advanced ML
University of Westminster
Built a multi-model AI pipeline to predict battery State of Health (SoH) and cycle life. Combined lab and real-world usage data with transfer learning. Applied KNN imputation, Isolation Forest, SMOTE, and SHAP for explainability using Random Forest and XGBoost.
2025
AI-Based Fruit Detection and Assistance System for Visually Impaired
University of Westminster
Designed a real-time fruit detection system to assist visually impaired individuals during everyday tasks like shopping. Used YOLO-based object detection with OpenCV, converting detection results into audio feedback for accessibility.
Study Materials
Comprehensive notes from my AI & ML journey. Battle-tested materials I created and refined through my studies.
Complete AI/ML Notes Bundle
66 pages • Updated Oct 2025
Get all 5 comprehensive study notes in one package! This is a complete collection covering all essential AI/ML topics.
Introduction to Machine Learning
15 pages • Updated May 2025
Foundational machine learning concepts including supervised learning, unsupervised learning, model evaluation, and optimization techniques.
Or explore other notes here
Get in Touch
Reach out on TikTok or Instagram, I'd love to connect!
For work inquiries, reach me directly at dasithcg@gmail.com