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dyra-12/README.md

Research Focus

Coding

Using cognitive science and social psychology to study human–AI interaction under uncertainty, with the goal of designing interpretable and trustworthy AI systems, especially in high-stakes and vulnerable contexts:

  • 🧠 Cognitive Science — Investigating how people form beliefs, expectations, and mental models of AI behavior.
  • 🧪 Social Psychology — Studying trust, attribution, responsibility, and perceived agency in human–AI interactions.
  • 📐Computational Modeling — Formalizing psychological theory to support empirical investigation and model human reasoning.
  • 🔍 Interpretability & Trust — Informing AI design to improve transparency, understanding, and user confidence.
  • 🤖 Human-Centered AI (HCAI) — Ensuring AI systems align with human values in socially and ethically sensitive settings.


Featured Projects

🤖 Machine Theory of Mind

Building AI agents that model user beliefs and intentions for proactive assistance

Stack: Python Pyro Bayesian Networks

🛡️ Bias Guard Pro

Auditing framework for detecting algorithmic bias in career recommendation systems

Stack: Transformers SHAP Gradio

🧩 CogniViz

Real-time cognitive load detection from user interaction patterns

Stack: Scikit-learn JavaScript

📊 AMPlify-Enhanced

Transformer-based framework for discovering novel antimicrobial peptides effective against WHO priority pathogens.

Stack: Deep Learning Medical Imaging


Publications

📄 Publication 📚 Venue 🔗 Links
UNET-Based Segmentation for Diabetic Macular Edema Detection in OCT Images ICCIS 2025, Springer LNNS Paper Code

Tech Stack

Languages & Frameworks

Python PyTorch TensorFlow Keras Scikit Learn Hugging Face OpenCV FastAPI

Data Science & Visualization

Pandas NumPy Matplotlib Seaborn Plotly Jupyter

XAI & Interpretability

SHAP LIME

HCI & User Research

Figma Qualtrics A/B Testing Eye Tracking User Testing

Tools & Deployment

Docker Git GitHub Gradio Streamlit LaTeX VS Code Colab


GitHub Analytics

GitHub Streak

Contribution Graph


💭 Research Philosophy

"AI should amplify human intelligence, not replace it"

Pinned Loading

  1. AMPlify-Enhanced-AMP-Prediction AMPlify-Enhanced-AMP-Prediction Public

    Python

  2. BiasGuard-Pro BiasGuard-Pro Public

    Jupyter Notebook

  3. BiasXplainer BiasXplainer Public

    Python

  4. Covid-19-Forecasting-using-XAI Covid-19-Forecasting-using-XAI Public

    Jupyter Notebook