Projects

Selected AI research and engineering projects combining machine learning, scientific computing and biomedical applications.

Featured Project

🧬 BioResearch-AI

An extensible AI platform for biomedical literature discovery, evidence synthesis and scientific reasoning.

Overview

BioResearch-AI explores how agentic AI systems can assist scientists by combining large language models, retrieval systems, literature analysis and structured reasoning workflows.

Research Motivation

Scientific discovery increasingly depends on navigating thousands of publications, datasets and experimental results. This project investigates AI systems capable of supporting researchers through automated information retrieval, synthesis and hypothesis generation.

Key Technologies

LLMs Agentic AI RAG Scientific Literature Mining Python AI Agents

Research Projects

Chemical Foundation Models Evaluation

Evaluation framework for analyzing chemical foundation models and their ability to learn meaningful molecular representations.

This project investigates modern representation learning approaches for molecular data and their applications in chemical property prediction.

Foundation Models Molecular AI Representation Learning

Siamese Transfer CCS

Deep learning framework for collision cross-section prediction using transfer learning and molecular representations.

Developed as part of research published in international machine learning conferences, focusing on improving model generalization across molecular datasets.

PyTorch Deep Learning Transfer Learning Computational Chemistry

Software & Personal Projects

Personal AI Portfolio Website

A personal platform showcasing artificial intelligence, machine learning and software engineering projects across computational biology, physics, chemistry and AI.

HTML CSS JavaScript GitHub Pages

How I Build AI Systems

My projects usually follow a research-driven engineering workflow:

Problem Definition
Data Understanding
Model Design
Experimentation
Evaluation
Deployment
Scientific Communication