Building intelligent systems from data to deployment.

I’m Md. Estiak Rahman Ayon, a Computer Science graduate from AIUB with experience in Machine Learning, MLOps, vision-language systems and full-stack software development.

Md. Estiak Rahman Ayon
Available for opportunities
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01 / ABOUT

Engineering with purpose.

Computer Science graduate from American International University-Bangladesh with experience in Machine Learning and Software Engineering.

I work on practical software and AI projects with hands-on experience in full-stack development, machine learning pipelines, and MLOps workflows. I enjoy developing scalable applications, solving real-world engineering problems, and exploring modern AI technologies with a focus on building efficient and reliable solutions.

ACADEMIC INTEREST

Artificial Intelligence • Machine Learning • Software Engineer • Data Science

RESEARCH INTEREST

Efficient Deep Learning • Computer Vision • Natural Language Processing • Vision-Language Models

CAREER DIRECTION

AI/ML Engineer • MLOps Engineer • Software Engineer

02 / EXPERIENCE

Industry experience.

February 2026 – April 2026

Software Engineer Intern

Walton Hi-Tech Industries PLC

COMPLETED

Gazipur, Bangladesh

  • Built and maintained internal web applications for manufacturing operations using PHP and MySQL.
  • Implemented role-based access control and approval workflows for different departments.
  • Developed responsive interfaces using JavaScript and Bootstrap.
  • Gathered requirements from production-line operators and demonstrated released features.
Visit organization

03 / SELECTED PROJECTS

Things I’ve built.

View the complete project details or open the GitHub repository.

04 / PUBLICATION

Research work.

ONGOING · MANUSCRIPT IN PREPARATION

BanglaCXR: A Two-Stage Vision-Language Pipeline for Bangla Chest X-Ray Radiology Report Generation

An undergraduate thesis focused on generating chest X-ray radiology reports in clinical Bangla using an efficient two-stage vision-language pipeline.

RESEARCH AREA

Computer Vision and Natural Language Processing

MODEL ARCHITECTURE

RAD-DINO, Phi-3.5 Mini and NLLB-200

MODEL EFFICIENCY

4-bit QLoRA on a single 8 GB GPU

PERFORMANCE

0.8882 F1 and 0.9795 recall

05 / SKILLS

Technical expertise.

90% represents technologies used in projects or professional work. 80% represents technologies currently being learned or explored.

06 / EDUCATION

Academic foundation.

September 2022 – August 2026 COMPLETED

Bachelor of Science in Computer Science and Engineering

American International University-Bangladesh (AIUB)

Visit university
June 2019 – February 2021 COMPLETED

Higher Secondary Certificate

Shafipur Ideal Public School & College (SIPC)

Visit institution

07 / CERTIFICATES

Credentials and learning.

Certificate 1
Certificate 2
Certificate 3
Certificate 4
Certificate 5
Certificate 5

08 / VOLUNTEERING

Community involvement.

7 November 2023 – 8 November 2023

Community Volunteer

BD Clean

Gazipur, Bangladesh
  • Participated in grassroots public cleanliness and environmental initiatives across Gazipur.
  • Helped promote responsible civic waste management and sustainable hygiene practices.
  • Collaborated with regional volunteer teams to coordinate community clean-up initiatives.
10 April 2025

Blood Donation Volunteer

Prafulla

Gazipur, Bangladesh
  • Served as a dedicated member of the blood-donating organization "Prafulla," devoting utmost sincerity to the service of distressed humanity.
  • Received a Certificate of Recognition for extraordinary contributions to collecting blood for critical patients and raising awareness about blood donation

Have an opportunity
or an idea? Let’s talk.

I am interested in Software Engineering, AI/ML, MLOps, research and postgraduate opportunities.

estiakayon@gmail.com ↗

DATE

ROLE

TECHNOLOGIES

Project Details