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darshanz/README.md

Greetings! I'm Sudarshan!

I am a passionate Researcher specializing in Trustworthy AI and Healthcare AI. My focus is on Data Science and AI Research.

AI/ML Researcher | Data Scientist | Trustworthy AI | AI in Healthcare | Evolutionary Computing | Affective Computing

Repository Links

Evolutionary Computing

  • finchGE A Modular Grammatical Evolution Library : FinchGE is a modern, modular, and user-friendly Python library for Grammatical Evolution (GE)- a powerful evolutionary algorithm that uses formal grammars to evolve programs, expressions, and solutions.

  • finchge-examples Example projects for demonstration of FinchGE API Usage.

AI/ML

  • IrelandAQ – Irish air quality monitoring platform ingesting live sensor readings from the OpenAQ API. Uses a PostgreSQL/PostGIS database, triggers forecasting pipelines through Apache Airflow, tracks ML experiments with MLflow, and exposes everything through a Django REST Framework API.

  • wearable-health-llmops A health prediction system that uses wearable sensor features to estimate readiness with either classical ML models or local LLMs through a containerized API and interactive UI.

  • cohortkit A lightweight Python package for extracting cohort-selection criteria from biomedical full-text articles in NXML format.

  • kaggle-cohortx2026-task1) A rule-based approach for extracting structured cohort selection information from PubMed Central full-text NXML articles, achieving the score 0.74096 on the Kaggle task: CohortX Task 1: Extracting Cohort Selection Criteria from Free-Texts | Kaggle.

  • MicroRNA-Signatures-for-Neurodegenerative-Diseases – Analysis for identifying microRNA signatures associated with various neurodegenerative diseases using publicly available gene expression datasets.

  • microRNA-dementia-risk-prediction – Machine learning system for predicting dementia risk using serum miRNA biomarkers.

  • ML-for-Cardiovascular-Disease-Diagnosis – Comparison of performance of various ML models on binary classification of cardiovascular disease (CVD) using four distinct public datasets. (Aiflow)

  • spirometry-risk-prediction-nhanes - Implementation of segmented regression to model spirometry measures with Exploratoory Data Analysis EDA, feature engineering for clinical data interpretation.

  • multiomics-survival-prediction - Predicting survival in head and neck cancer patients using clinical data, genetic information, and CT scan analysis. Combines multiple data types to build better prognostic models.

  • SmokingStatusPrediction4COPD - Supplimentary Information for the paper: Development of a Deep Learning Model to Predict Smoking Status in Patients with Chronic Obstructive Pulmonary Disease: A Secondary Analysis of Cross-sectional National Survey

  • ETRI-Human-Understanding-AI-Paper-Competition - About EDA, Preprocessign and Model Training code for The 2nd ETRI Human Understanding Artificial Intelligence Paper Competition.

  • DSS_challenges - Projects for Data Science Syndicate Challenges

  • onedr - A lightweight python library for drone control using MAVLINK.

Pinned Loading

  1. IrelandAQ IrelandAQ Public

    Irish air quality monitoring platform

    Python

  2. microRNA-dementia-risk-prediction microRNA-dementia-risk-prediction Public

    Dementia Risk Prediction using miRNA Data

    Jupyter Notebook

  3. MicroRNA-Signatures-for-Neurodegenerative-Diseases MicroRNA-Signatures-for-Neurodegenerative-Diseases Public

    MicroRNA Signatures for Neurodegenerative Diseases

    Jupyter Notebook 1

  4. spirometry-risk-prediction-nhanes spirometry-risk-prediction-nhanes Public

    Implementation of segmented regression to model spirometry measures with Exploratoory Data Analysis EDA, feature engineering for clinical data interpretation.

    Jupyter Notebook

  5. ML-for-Cardiovascular-Disease-Diagnosis ML-for-Cardiovascular-Disease-Diagnosis Public

    Benchmarking the performance of various traditional Machine Learning (ML) models for the binary classification of cardiovascular disease (CVD). The comparison is conducted using four distinct, publ…

    Jupyter Notebook

  6. multiomics-survival-prediction multiomics-survival-prediction Public

    Survival Analysis in head and neck cancer patients using multiomic data.

    Jupyter Notebook