AI/Life Sciences
Featured
NLP Pipeline for Medical Data Processing
Built an NLP pipeline to process Medline XML and ChEBI ontology data for clinical research and pharmaceutical applications.
PythonspaCyNLP+2 more
Dec 2024View Details →
My Projects
A showcase of my software development projects, from web applications to AI solutions and everything in between.
Featured Projects
5 featured projects
AI/Life Sciences
Featured
Comparative LLM Fine-tuning for Knowledge Extraction
Conducted systematic comparative experiments on Mistral-7B fine-tuning using three distinct approaches on NewsKG21 dataset to optimize knowledge extraction performance.
PythonLLMFine-tuning+3 more
Nov 2024View Details →
Computer Vision & ML
Featured
Remote E-Proctoring System
Built a comprehensive remote proctoring system employing multiple machine learning models to assist administrators in detecting cheating during large-scale exams.
PythonTensorFlowOpenCV+3 more
Jun 2021View Details →
AI/Life Sciences
Featured
Clinical Text Summarization Using Large Language Models
Replicated a research study on hospital course summarization using Clinical-T5, LLaMA2-13B, and GPT-4 with the MIMIC-IV dataset, implementing advanced fine-tuning techniques and comprehensive evaluation.
PythonLLMHealthcare NLP+4 more
Jun 2025View Details →
System Modeling
Featured
Complex System Modeling: Insulin-Glucose Dynamics
Dynamic systems model analyzing how lifestyle choices impact insulin requirements and blood glucose stability in diabetic individuals using Vensim simulation.
VensimSystems ModelingHealthcare+2 more
Nov 2024View Details →
All Projects
13 total projects
AI/Life Sciences
NLP Pipeline for Medical Data Processing
Built an NLP pipeline to process Medline XML and ChEBI ontology data for clinical research and pharmaceutical applications.
PythonspaCyNLP+2 more
Dec 2024View Details →
AI/Life Sciences
Comparative LLM Fine-tuning for Knowledge Extraction
Conducted systematic comparative experiments on Mistral-7B fine-tuning using three distinct approaches on NewsKG21 dataset to optimize knowledge extraction performance.
PythonLLMFine-tuning+3 more
Nov 2024View Details →
AI/Life Sciences
Bio-Inspired Optimization for Personalized Diabetes Management
Developed a bio-inspired optimization system integrating genetic algorithms with physiological modeling for personalized Type 2 diabetes management.
PythonGenetic AlgorithmBio-inspired Computing+2 more
Apr 2025View Details →
Computer Vision & ML
Remote E-Proctoring System
Built a comprehensive remote proctoring system employing multiple machine learning models to assist administrators in detecting cheating during large-scale exams.
PythonTensorFlowOpenCV+3 more
Jun 2021View Details →
AI Research
Critical State Detection for Adversarial Attacks in Deep RL
Published research enhancing the resilience of Deep Reinforcement Learning agents against adversarial attacks through statistical and model-based techniques.
PythonDeep RLAdversarial ML+2 more
Dec 2021View Details →
Computer Vision & ML
Human Activity Recognition
Developed a machine learning system to recognize and classify different human activities using sensor data and computer vision techniques.
PythonMachine LearningComputer Vision+1 more
Nov 2020View Details →
Data Science
Flight Delay Prediction System
Created a two-stage predictive model to forecast flight delays upon arrival and delay duration using departure weather data.
PythonMachine LearningWeather Data+1 more
Aug 2020View Details →
Data Science
Farm Yield Analysis System
Developed predictive models for the agriculture industry to analyze and forecast crop yields using agricultural data and environmental factors.
PythonData AnalysisAgriculture+1 more
May 2020View Details →
Computer Vision & ML
Human Embryo Image Segmentation
Developed an end-to-end pipeline for robust segmentation of 2-cell-stage human embryos in grayscale microscopic images using advanced computer vision techniques.
PythonComputer VisionImage Segmentation+2 more
May 2025View Details →
AI/Life Sciences
Clinical Text Summarization Using Large Language Models
Replicated a research study on hospital course summarization using Clinical-T5, LLaMA2-13B, and GPT-4 with the MIMIC-IV dataset, implementing advanced fine-tuning techniques and comprehensive evaluation.
PythonLLMHealthcare NLP+4 more
Jun 2025View Details →
AI/Life Sciences
Medical Knowledge Graph Construction with MedCAT
Developed a comprehensive medical knowledge graph system using MedCAT for entity extraction and Neo4j for storage, integrating SNOMED CT medical terminology.
PythonMedCATNeo4j+3 more
Jun 2025View Details →
Computer Vision & ML
Neural Network Architecture Comparison for Human Activity Recognition
Comprehensive comparison of 1D CNN, CNN-LSTM, and Transformer architectures for smartphone-based human activity recognition using accelerometer and gyroscope data.
PythonDeep Learning1D CNN+4 more
May 2025View Details →
System Modeling
Complex System Modeling: Insulin-Glucose Dynamics
Dynamic systems model analyzing how lifestyle choices impact insulin requirements and blood glucose stability in diabetic individuals using Vensim simulation.
VensimSystems ModelingHealthcare+2 more
Nov 2024View Details →
Interested in Collaborating?
I'm always excited to work on new projects and challenges. Let's discuss how we can bring your ideas to life!