Photo of Farjana Yesmin

Data Scientist & ML Researcher

Focus on Bioinformatics, Trustworthy AI, and Healthcare Applications
Featured in Prothom Alo & BD Gen 24

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About Me

Enthusiastic Data Scientist and Machine Learning specialist with extensive experience in Bioinformatics, Data Science, and AI. Proven expertise in developing and deploying machine learning models for complex challenges, particularly in healthcare, human activity recognition, and fairness-aware AI. Passionate about developing trustworthy, interpretable, and robust deep learning methodologies with applications in healthcare, biosignals, and multimodal data.

Academic News & Updates

April 8, 2026

Invited as Reviewer for EIML@ICML 2026

Invited to serve as a Reviewer for the 2nd Workshop on Epistemic Intelligence in Machine Learning (EIML@ICML 2026), Seoul, South Korea, July 10, 2026.

April 3, 2026

Paper Accepted at ICAIHE 2026 – Waseda University, Tokyo

My paper "Explainable AI for Maternal Health Risk Prediction in Bangladesh: A Hybrid Fuzzy-XGBoost Framework with Clinician Validation" (co-authored with Nusrat Shirmin and Suraiya Shabnam Bristy) has been accepted as a full paper for publication and presentation at the 2026 International Conference on Artificial Intelligence for Health and Education (ICAIHE 2026). The conference will be held at Waseda University, Tokyo, Japan on July 8-10, 2026. The paper presents a novel hybrid framework combining fuzzy logic interpretability with XGBoost, validated through clinician feedback (N=14), and includes fairness analysis across Bangladesh's eight divisions.

Visit ICAIHE 2026 Website

March 25, 2026

Invited as Reviewer for ACM ICMI 2026

Invited to serve as an reviewer for the 28th ACM International Conference on Multimodal Interaction (ICMI 2026), the premier international forum for multimodal AI and social interaction research. The conference will be held in Napoli, Italy, October 5-9, 2026.

Visit ICMI 2026 Website

March 21, 2026

Invited as Reviewer for IndabaX Nigeria 2026 Conference

Officially invited to serve as a Reviewer for IndabaX Nigeria 2026 Conference. Accepted full papers will be published in the prestigious Proceedings of Machine Learning Research (PMLR) Volume 319. I will be contributing to the rigorous double-blind peer review process for this landmark conference in the African AI ecosystem.

March 11, 2026

Invited as Program Committee Member for ACL 2026 Workshops

Invited to serve as a Program Committee Member for DravidianLangTech 2026 & LTEDI 2026 at ACL 2026. I have reviewed assigned papers and am officially included as a PC Member for these prestigious workshops at the 62nd Annual Meeting of the Association for Computational Linguistics (ACL).

March 6, 2026

ACM Certified Reviewer – Added to ScholarOne Systems

Confirmed as an ACM Certified Reviewer and added to the peer review systems for four ACM journals: ACM Transactions on Computing for Healthcare (HEALTH), ACM Transactions on Intelligent Systems and Technology (TIST), ACM Journal on Responsible Computing (ACMJRC), and ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM).

February 26, 2026

Invited as Reviewer for ICICST 2026

Invited to serve as a reviewer for the International Conference on Innovations in Computing, Communication, and Sustainable Technologies (ICICST 2026), organized by Dr. B R National Institute of Technology Jalandhar.

March 3, 2026

Paper Accepted at CCAI 2026 Conference

My paper "Toward Equitable Recovery: A Fairness-Aware AI Framework for Prioritizing Post-Flood Aid in Bangladesh" (co-authored with Romana Akter) has been accepted for oral presentation at the 6th International Conference on Computer Communication and Artificial Intelligence (CCAI 2026), to be held in Nanjing, China on May 22-24, 2026. The paper will be published in the IEEE conference proceedings and indexed in IEEE Xplore, Ei Compendex, and Scopus.

Visit CCAI 2026 Conference Website

October 11, 2025

Paper Accepted at EAI Healthwear 2025

My paper "Fairness-Aware Representation Learning for ECG-Based Disease Prediction in Wearable Systems" has been accepted for presentation at the 6th EAI International Conference on Wearables in Healthcare in Isparta, Turkey.

October 5, 2025

Two Papers Accepted at DASGRI 2026

Two of my papers - "Optimized Hybrid Machine Learning Framework for Real-Time Air Quality Prediction in IoT-Enabled Smart Cities" and "Evolving Health Indicators in Bangladesh: A Comparative Analysis of 2019 and 2023 Health Bulletins Using Data Science Tools" - have been accepted for presentation at the International Conference on Data Science and Global Research 2026 in London.

October 1, 2025

Invited as Reviewer for Deep Learning Indaba Ideathon 2025

I have been welcomed as a reviewer for the 2025 Deep Learning Indaba Ideathon. I will be evaluating project submissions on the Baobab platform, contributing to the advancement of AI innovation in the community.

September 20, 2025

Paper Accepted at DASGRI 2026

My paper "AI Chatbots for Dengue Symptom Triage in Bangladesh: A Decision Tree Classifier Approach" has been accepted for presentation at the International Conference on Data Science and Global Research 2026 in London.

Professional Experience

2020 - Present

Graduate Research Assistant

University of Tulsa, Tulsa, OK

Worked on multimodal deep learning projects analyzing human immune responses, neuropsychiatric disorders, and healthcare AI. Integrated systems data, utilizing machine learning, network theory, and information theory to explore interaction effects.

Summer 2020

Summer Externship

AT&T

Gained insights into leadership and technology strategy, including human resources, finance, and technology. Analyzed market trends and contributed to innovative business solutions.

Summer 2020

Summer Scholar

HP

Engaged in technology, sales, and analytics training, gaining insights into decision-making in a Fortune 500 company. Networked with executives and identified emerging trends in technology and innovation.

August 2018 – December 2018

Graduate Teaching Assistant

Boise State University, Boise, ID

Taught programming labs in Java and Data Structures, mentoring students in algorithms and debugging.

Leadership & Extracurricular Activities

Event Coordinator

Bangladeshi Student Association, Boise State University

2018-2019

Organized cultural events, community gatherings, and activities to promote Bangladeshi culture and foster community among international students. Received Certificate of Appreciation from the Center for Global Education for contributions to the association.

Certificate of Appreciation Received

Participant - HP Summer Scholars Bot-a-Thon

HP Summer Scholars Program

July 2020

Competed in the HP Summer Scholars Bot-a-Thon, using Robotic Process Automation (RPA) tools to program and build bots to automate business processes. Received certificate of participation from HP Chief Transformation Officer.

RPA Automation Competition

Volunteer Experience

Blood Donor & Volunteer

Red Crescent Society, Jessore

Feb 2014 - Dec 2016 · 2 yrs 11 mos

Regular blood donor and volunteer supporting humanitarian efforts and emergency response initiatives in the local community.

Volunteer

JAGO FOUNDATION

Feb 2014 - Jul 2014 · 6 mos

Contributed to educational and social development initiatives focused on community empowerment and youth education.

Volunteer

Sahosika (Works For Woman Education)

May 2014 - Jul 2014 · 3 mos

Supported women's education initiatives and empowerment programs in the local community.

Skills

Machine Learning & Data Science

  • TensorFlow
  • PyTorch
  • Scikit-learn
  • Splunk
  • RPA Automation
  • UiPath
  • Homomorphic Encryption
  • Federated Learning

Programming Languages

  • Python
  • R
  • Java
  • C++
  • MySQL

Tools & Platforms

  • Git & GitHub
  • Docker
  • Kubernetes
  • Tableau
  • MATLAB
  • Microsoft Excel
  • CKKS Libraries

Projects

MedHE: Privacy-Preserving Federated Learning for Healthcare

A novel framework combining adaptive gradient sparsification with CKKS homomorphic encryption to enable secure, communication-efficient collaborative learning on sensitive medical data with HIPAA compliance.

Federated Learning Homomorphic Encryption Healthcare Privacy CKKS Differential Privacy Gradient Sparsification

Key Results:
• 97.5% communication reduction (1277 MB → 32 MB per round)
• 89.5% accuracy (comparable to standard FL, p=0.32)
• Differential privacy with ε ≤ 1.0
• Scalable to 100+ medical institutions

AI Chatbots for Healthcare in Bangladesh

Chatbot system addressing dengue fever and healthcare advice in low-resource settings.

NLP Healthcare Python

Enhanced Fall Detection in Parkinson's Disease

Multi-sensor fusion and transformer models for wearable health monitoring.

Sensor Fusion Healthcare ML

Publications

Peer-Reviewed Publications

AI Chatbots for Dengue Symptom Triage in Bangladesh: A Decision Tree Classifier Approach

Farjana Yesmin

In Springer Lecture Notes in Networks and Systems. International Conference on Data Science and AI for Social Good and Responsible Innovation (DASGRI 2026)

Read Publication

Optimized Hybrid Machine Learning Framework for Real-Time Air Quality Prediction in IoT-Enabled Smart Cities

Farjana Yesmin

In Springer Lecture Notes in Networks and Systems. International Conference on Data Science and AI for Social Good and Responsible Innovation (DASGRI 2026)

Read Publication

Evolving Health Indicators in Bangladesh: A Comparative Analysis of 2019 and 2023 Health Bulletins Using Data Science Tools

Farjana Yesmin, Nusrat Shirmin

In Springer Lecture Notes in Networks and Systems. International Conference on Data Science and AI for Social Good and Responsible Innovation (DASGRI 2026)

Read Publication

Cross-Domain Evaluation for Multi-Task Learning in NLP: A Unified Framework for Generalization and Robustness

Farjana Yesmin

Artificial Intelligence eJournal, 8(4), 2025

Read Publication

Accepted Papers (Forthcoming)

Explainable AI for Maternal Health Risk Prediction in Bangladesh: A Hybrid Fuzzy-XGBoost Framework with Clinician Validation

Farjana Yesmin, Nusrat Shirmin, Suraiya Shabnam Bristy

Accepted for publication and presentation at the 2026 International Conference on Artificial Intelligence for Health and Education (ICAIHE 2026), Waseda University, Tokyo, Japan. To be published in Conference Proceedings.

Acceptance Date: April 3, 2026 | Presentation: July 8-10, 2026, Tokyo

Read Preprint Conference Website

Toward Equitable Recovery: A Fairness-Aware AI Framework for Prioritizing Post-Flood Aid in Bangladesh

Farjana Yesmin, Romana Akter

Accepted for publication and oral presentation at the 6th International Conference on Computer Communication and Artificial Intelligence (CCAI 2026), Nanjing, China. To be published in IEEE Conference Proceedings and indexed in IEEE Xplore, Ei Compendex, Scopus.

Paper ID: CI7784 | Acceptance Date: March 3, 2026

Read Preprint Conference Website

Papers Under Peer Review

Joint Denoising and 3D Point Cloud Reconstruction from Single Medical Images

Farjana Yesmin, Nusrat Shirmin

Under Review at 29th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2026)

Focus: Computer Vision, Medical Informatics

MedHE: Communication-Efficient Privacy-Preserving Federated Learning with Adaptive Gradient Sparsification for Healthcare

Farjana Yesmin

Under Review at 2nd International Conference on Federated Learning and Intelligent Computing Systems (FLICS 2026)

Read Preprint

Beyond the Black Box: A Framework for Interpretable Retrieval-Augmented Generation

Farjana Yesmin, Nusrat Shirmin

Under Review at XAI World Conference 2026

Focus: Explainable AI, NLP

Fairness-Aware Representation Learning for ECG-Based Disease Prediction in Wearable Systems

Farjana Yesmin, Nusrat Shirmin

Under Review at 13th EAI International Conference on Wireless Mobile Communication and Healthcare (MobiHealth 2026)

Read Preprint

Bridging the Trust Gap: Clinician-Validated Hybrid Explainable AI for Maternal Health Risk Assessment in Bangladesh

Farjana Yesmin, Nusrat Shirmin, Suraiya Shabnam Bristy

Under Review at IEEE World Congress on Computational Intelligence (WCCI 2026)

Read Preprint

Rule-Augmented Neural Networks for Trustworthy Decision-Making

Farjana Yesmin, Nusrat Shirmin

Under Review at The 4th World Conference on eXplainable Artificial Intelligence (xAI 2026)

A Constraint-Aware Neuro-Symbolic Framework: Integrating Linguistic Rules with Uncertainty Modeling for Interpretable Complex Data Analytics

Farjana Yesmin, Nusrat Shirmin

Under Review at 20th International Conference on Neurosymbolic Learning and Reasoning, NeSy 2026

Read Preprint

Data-Driven Analysis of Intersectional Bias in Image Classification

Farjana Yesmin

Under Review at The 4th World Conference on eXplainable Artificial Intelligence (xAI 2026)

Read Preprint

Enhanced Fall Detection in Parkinson's Disease Using Multi-Sensor Fusion and Transformer Models

Farjana Yesmin

In Revision at Scientific Reports (Nature Portfolio)

Education

University of Tulsa

PhD in Computing

Boise State University

PhD in Computing (Transferred to TU)

Jashore University of Science & Technology

B.Sc. in Computer Science & Engineering

Certifications

Nature Masterclasses: Focus on Peer Review

Nature Masterclasses Online Course
Duration: 3.5 hours
Issued: January 31, 2026

Elsevier Certified Peer Reviewer

Completed: January 31, 2026
Duration: 3 hours 15 minutes

ACM Peer Reviewer Training

Association for Computing Machinery
Professional Training Certificate

Google Data Analytics Professional Certificate

IBM Data Science Professional Certificate

IBM Applied AI Professional Certificate

Zero to Hero in Microsoft Excel

Multiple UiPath RPA Certifications

LinkedIn Learning Specializations

Personal Interests & Activities

Sports & Outdoor Activities

Hiking
Swimming
Cycling
Tennis
Running
Camping

Creative & Intellectual Pursuits

Piano
Reading
Blogging

Reading Interests

I enjoy exploring diverse literary genres outside of my academic work:

Biography
Comics
Crime
Fantasy
Fiction
Historical Fiction
History
Music
Mystery
Non-fiction
Philosophy
Poetry
Psychology
Romance
Science
Science Fiction
Suspense
Thriller
Travel

Technical Blogging

Writing about ML research, data science projects, and academic insights

Community Engagement

Panel Discussion - Education USA Bangladesh

Participated in a Ramadan discussion panel organized by Education USA BD (USA Embassy)

Watch Video

Academic Service & Additional Information

ACM Certified Reviewer

Added to Reviewer Pools for:
ACM Transactions on Computing for Healthcare (HEALTH) ACM Transactions on Intelligent Systems and Technology (TIST) ACM Journal on Responsible Computing (ACMJRC) ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM)

Program Committee & Reviewer Roles

Reviewer, EIML@ICML 2026 (2nd Workshop on Epistemic Intelligence in Machine Learning), Seoul, South Korea, July 10, 2026.
Reviewer, 28th ACM International Conference on Multimodal Interaction (ICMI 2026), Napoli, Italy, October 5-9, 2026.
Program Committee Member, DravidianLangTech 2026 & LTEDI 2026 at ACL 2026 (62nd Annual Meeting of the Association for Computational Linguistics). Reviewed assigned papers and officially included as PC Member.
Reviewer, IndabaX Nigeria 2026 Conference. Accepted full papers to be published in Proceedings of Machine Learning Research (PMLR) Volume 319.
Reviewer, International Conference on Innovations in Computing, Communication, and Sustainable Technologies (ICICST 2026), Dr. B R National Institute of Technology Jalandhar.
Reviewer, PeerJ Computer Science (2026)
Program Committee Reviewer, 27th ACM International Conference on Multimodal Interaction (ICMI 2025)
Reviewer, 2nd AI for Math Workshop @ ICML 2025
Reviewer, ICML 2025 Workshop on Machine Unlearning for Generative AI (MUGen)
Reviewer, Deep Learning Indaba Ideathon 2025
Reviewer, ACM IUI 2026 (Intelligent User Interfaces) - Posters Track

Professional Memberships

Member & TPC Applicant, The Science and Information (SAI) Organization (2025-Present)
Active member of the SAI academic network; TPC application for IntelliSys, Computing Conference, and FTC currently under formal review.

Other Information

Open to relocation and remote work.
Languages: Bengali (Fluent), English (Fluent), Norwegian (Elementary, Duolingo Score: 15, Feb 2026).
Open to learning new languages.

Get In Touch

I'm always open to discussing new research opportunities, collaborative projects, or innovative ideas.

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My Piano Performances

Here are some of my recent piano performances. Enjoy listening!

Piano Performance 1
Piano Performance 2
Piano Performance 3