// research deep dive

Where science
meets impact.

Focused on building ML systems that are not only powerful but fair, explainable, and grounded in real-world data. From NLP pipelines to computer vision — research with purpose.

// active research

Current work.

In Progress
Bias Detection & Mitigation in Clinical Healthcare Text
Developing a multi-layer framework for detecting and mitigating implicit and explicit bias in clinical discharge notes using transformer-based NLP models. The system spans corpus construction, supervised classification, explainability auditing, and bias-aware mitigation — designed to improve fairness in AI-assisted clinical decision-making.
BERT-family Models LLMs Fairness in AI Explainability Healthcare NLP Corpus Construction Statistical Validation
01
Dataset Construction
Complete ✓
02
Human Annotation
In Progress
03
Model Training
Upcoming
04
Explainability & Mitigation
Upcoming
05
Evaluation & Publication
Upcoming
// published work

Publications.

arXiv 2024 · Computer Science — Cryptography & Security
A Data-Driven Predictive Analysis on Cyber Security Threats with Key Risk Factors
Fatama Tuz Johora, Md Shahedul Islam Khan, Esrath Kanon, Mohammad Abu Tareq Rony, Md Zubair, Iqbal H. Sarker
arxiv.org/abs/2404.00068 →
ICIC 2022 · Springer · Pages 170–182
An Effective Chinese Text Classification Method with Contextualized Weak Supervision for Review Autograding
Yupei Zhang, Md Shahedul Islam Khan, Yaya Zhou, Min Xiao, Xuequn Shang · International Conference on Intelligent Computing
Springer LNCS Proceedings
// research interests

What I care about.

🧠
Natural Language Processing
Text classification, transformers, LLMs
👁️
Computer Vision
Object detection, image translation
⚖️
Fairness in AI
Bias detection, equitable ML systems
🔍
Explainable AI
Model interpretability, auditing
🔐
Cybersecurity + ML
Threat analysis, OSINT, social engineering
🏥
Healthcare AI
Clinical text, medical NLP
// certifications

Credentials.

🧠
A Deep Understanding of Deep Learning
Udemy · Feb 2022
🔬
The Complete Neural Network Bootcamp
Udemy · Feb 2022
🔐
CompTIA Network+ (N10-008)
Udemy · Jan 2024