I'm an AI/ML Engineer with a strong Python background and hands-on experience building ML pipelines, data processing workflows, and production-ready inference systems. I enjoy turning ideas into functional solutions and collaborating in agile teams to prototype features quickly. I have a solid foundation in scikit-learn, PyTorch, LangChain/LangGraph, and cloud deployment on GCP. I thrive in dynamic, fast-moving environments and continually seek practical ML-driven solutions by transforming loosely defined requirements into reliable, scalable software.

Raveesha Shanuka

I'm an AI/ML Engineer with a strong Python background and hands-on experience building ML pipelines, data processing workflows, and production-ready inference systems. I enjoy turning ideas into functional solutions and collaborating in agile teams to prototype features quickly. I have a solid foundation in scikit-learn, PyTorch, LangChain/LangGraph, and cloud deployment on GCP. I thrive in dynamic, fast-moving environments and continually seek practical ML-driven solutions by transforming loosely defined requirements into reliable, scalable software.

Available to hire

I’m an AI/ML Engineer with a strong Python background and hands-on experience building ML pipelines, data processing workflows, and production-ready inference systems. I enjoy turning ideas into functional solutions and collaborating in agile teams to prototype features quickly.

I have a solid foundation in scikit-learn, PyTorch, LangChain/LangGraph, and cloud deployment on GCP. I thrive in dynamic, fast-moving environments and continually seek practical ML-driven solutions by transforming loosely defined requirements into reliable, scalable software.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
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Language

English
Fluent
Sinhala, Sinhalese
Advanced

Work Experience

Independent R&D Project - Multi-Agent Orchestration Framework at Self-Initiated
June 1, 2025 - Present
Designed a configurable multi-agent setup inspired by Crew AI and AutoGen, creating an orchestration framework to coordinate heterogeneous agents and enable scalable, collaborative problem solving in dynamic tasks.
Multi-Agent Orchestration Framework at Independent R&D Project
June 1, 2025 - Present
Designed a configurable multi-agent setup inspired by Crew AI and AutoGen, integrating RAG pipelines, embedding optimization, and tool-call orchestration to enable robust, scalable experiments in dynamic environments.
AI Engineer at Exello Developers (Pvt) Ltd
June 1, 2025 - Present
Designed and built a production-grade, real-time multi-agent conversational system using LangGraph + LangChain; integrated Gemini, Llama, and Smoll M. Engineered FastAPI microservices on GCP Vertex AI using Docker and CI/CD; deployed containerized services on GCP with Kubernetes; automated internal processes using n8n and Twilio. Improved retrieval with KV caching and embeddings optimization; implemented RAG pipelines and agent coordination with task graphs and chain-of-thought validation loops; deployed in scalable production environments.
Independent R&D Project – Multi-Agent Orchestrator Framework at Independent R&D Project
June 1, 2025 - Present
Designed and implemented a configurable multi-agent orchestration framework inspired by Crew AI and Auto Gen. Defined agent coordination, task graphs, tool execution, retry strategies, and chain-of-thought validation loops. Added pluggable memory modules (Redis/JSON/vector memory). Marked up for tooling integration and modular extensibility.
Independent R&D Project - Mini-GPT Training & Optimization at Self-Initiated
April 1, 2025 - Present
Trained a lightweight GPT-style language model from scratch on a local GPU environment, including data cleaning, tokenization, batching, model definition, and evaluation. Implemented training loop optimizations to improve convergence and output quality, and documented results for reproducibility.
Mini-GPT Training & Optimization at Independent R&D Project
April 1, 2025 - Present
Designed and trained a lightweight GPT-style language model from scratch on a local GPU environment; built a full ML training pipeline including data cleaning, tokenization, batching, model definition, and evaluation; implemented training loops with optimizers, learning-rate schedules, and gradient clipping to stabilize training on limited hardware; exported and served the trained model via a lightweight FastAPI endpoint for testing text generation.
Marketing Workflow Automation Prototype at Independent R&D Project
April 1, 2025 - October 1, 2025
Built automated multi-agent marketing workflows to generate personalized content, evaluate user behavior, and push decisions to marketing tools. Connected to analytics APIs and customer interaction logs to enable data-driven marketing campaigns and rapid prototyping.
Team Leader at AIESEC Colombo
March 1, 2022 - January 2, 2024
Led a diverse team within AIESEC Colombo Central, coordinating projects, managing timelines, and driving collaborative outcomes in a fast-paced environment. Practiced conflict resolution, cross-functional collaboration, and people management to deliver results.
Team Leader at AIESEC in Colombo Central
March 1, 2022 - January 1, 2024
Led a diverse team within AIESEC, coordinating projects, managing timelines, and driving collaborative outcomes in fast-paced environments.
Team Leader at AIESEC Colombo Central
March 1, 2022 - January 1, 2024
Led a diverse team within AIESEC Colombo Central, coordinating cross-functional projects and accelerating collaboration across functions in a fast-paced environment. Established clear goals, timelines, and accountability structures; practiced conflict resolution, mentorship, and performance feedback while developing leadership, communication, and teamwork skills.

Education

Bachelors in Software Engineering (Hons) at Open University of Sri Lanka
November 1, 2021 - November 29, 2025
BSc in Physics at University of Colombo
April 1, 2022 - December 1, 2025
Bachelor of Software Engineering (Hons) at Open University of Sri Lanka
November 1, 2021 - January 7, 2026
BSc in Physics at University of Colombo
April 1, 2022 - December 1, 2025
Bachelor of Software Engineering (Hons) at Open University of Sri Lanka
November 1, 2021 - January 7, 2026
BSc in Physics at University of Colombo
April 1, 2022 - December 1, 2025

Qualifications

Advanced Learning Algorithms
January 11, 2030 - November 29, 2025
MLOps Essentials: Model Development and Integration
January 11, 2030 - November 29, 2025
Introduction to Deep Learning with OpenCV
January 11, 2030 - November 29, 2025
Flask Essentials Training
January 11, 2030 - November 29, 2025
Advanced Learning Algorithms ML Ops Essentials: Model Development and Integration
January 1, 2019 - January 7, 2026
OpenCV Flask Essential Training
January 1, 2019 - January 7, 2026
Advanced Learning Algorithms ML Ops Essentials: Model Development and Integration
January 1, 2019 - January 7, 2026
Intro to Deep Learning with OpenCV Flask Essentials Training
January 1, 2019 - January 7, 2026

Industry Experience

Software & Internet, Media & Entertainment, Professional Services, Computers & Electronics, Education, Other