rivindu_ashinsa = {
"role" : "AI Research & Development Engineer",
"company" : "CognivusLabs",
"location" : "Sri Lanka 🇱🇰",
"domains" : ["Biomedical ML", "Data Science", "Agentic AI", "Predictive Modeling"],
"building" : "AI that bridges research and real-world healthcare impact",
"philosophy": "Data is the new medicine; AI is the new lab."
}I build production-grade ML systems for real-time biomedical applications — from ECG arrhythmia detection to SpO₂ forecasting. My work sits at the intersection of rigorous research and engineering reliability.
What drives me:
- 🏥 Applying AI to healthcare through predictive modeling and signal processing
- 📊 Solving real-world data science problems — not just academic benchmarks, but models that actually work in production
- 🧩 Designing interpretable, production-aware systems from research prototypes
- 🤖 Architecting agentic AI frameworks capable of reasoning and autonomous execution
- ⚡ Pushing efficient AI to edge devices for real-time health monitoring
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Core ML & Data Science Deep Learning |
Agentic AI & LLMs MLOps & Engineering |
Domain Specialization: Healthcare & Biomedical AI — ECG processing · SpO₂ prediction · Vital signs analysis · Clinical decision support
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AI R&D Engineer · CognivusLabs Real-time biomedical signal intelligence platform.
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Team-XPredators Early-stage dementia risk assessment using longitudinal clinical data.
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Healthcare Analytics End-to-end cardiovascular risk assessment system.
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Open-Source Tool Intelligent GitHub repository analysis and summarization.
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OutllierRejects × Idealize ML-driven supply chain optimization platform.
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Edge Computing for Healthcare Lightweight vital-sign AI for edge hardware.
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I'm drawn to problems where data science delivers tangible, real-world impact — not just models that perform on paper, but systems that hold up in production.
| Area | What I'm Working On |
|---|---|
| 📊 Real-World Predictive Modeling | End-to-end pipelines that work outside the notebook — robust preprocessing, feature engineering, and deployment-ready outputs |
| 🏥 Healthcare & Biomedical AI | ECG, SpO₂, patient monitoring — where model reliability is non-negotiable |
| 🤖 Agentic AI & Multi-Agent Systems | Autonomous reasoning, planning, and tool use at scale |
| 🔍 Explainable AI | Interpretability for clinical and high-stakes systems |
| 📈 Time-Series & Anomaly Detection | Biomedical signal processing and forecasting under real constraints |
| ⚡ Edge AI | Efficient inference on resource-constrained hardware |
| 🧠 LLMs in Healthcare | Clinical NLP, decision support, RAG pipelines |
| 🔐 Federated Learning | Privacy-preserving ML for sensitive medical data |
I enjoy data science competitions and problem sets that challenge feature engineering, model generalization, and handling messy real-world data. If you have an interesting dataset or a hard prediction problem — let's talk.
AI & ML Engineering · CognivusLabs Developing and deploying predictive models for biomedical applications. Building validated data pipelines and production-grade AI solutions in cross-functional research teams.
Open-Source Leadership
| Organization | Focus |
|---|---|
| Team-XPredators | Healthcare AI Research |
| OutllierRejects | Supply Chain & Logistics ML |
| EdgeVitalsAI | Edge Computing for Health Monitoring |
Academic Foundation Computer Science undergraduate — integrating theoretical ML foundations with applied research across biomedical, agentic, and edge AI domains.
I'm open to:
- 🔬 Research Collaborations — ML in healthcare and biomedical domains
- 🧩 Data Science Problems — predictive modeling challenges, messy datasets, real-world ML
- 🌟 Open-Source Projects — AI/ML tools, health-tech, agentic frameworks
- 🎤 Speaking / Workshops — AI/data science events and tech meetups
- 👨🏫 Mentorship — Guiding early-stage ML engineers and researchers
| ashinsa.rivindu@gmail.com | rivindu-ashinsa | @rvndq |
"Data is the new medicine; AI is the new lab."
Rivindu Ashinsa · AI R&D Engineer · Building intelligent systems that save lives, one algorithm at a time.
rivindu ashinsa · rivindu-ashinsa · ashinsa rivindu · AI Engineer · Data Scientist · CognivusLabs · Sri Lanka