Sumaya
Islam

|

Computer Science graduate who builds RAG pipelines, backend systems, and ML models that ship — from a financial AI advisory platform to touchless smart-home control. Currently exploring where AI orchestration meets production engineering.

Portrait of Sumaya Islam
Open to work
AIUB '26

I turn messy problems into shipped systems.

I'm a Computer Science & Engineering graduate from AIUB (Major in Information Systems), motivated by the gap between a working prototype and a production system. My recent work spans RAG pipelines for a financial advisory platform, real-time gesture recognition for accessibility, and full-stack web applications.

I've interned as a Data Scientist building LLM orchestration workflows in a Linux/Docker environment, and as a WordPress Developer optimizing performance and security for client sites. I care about retrieval accuracy, clean database schemas, and interfaces that don't get in the way.

0.00
CGPA / 4.00
0+
Projects shipped
0
Internships
0
Published paper

Where I've worked

Mar 2026 — May 2026

Data Scientist Intern

SSL Wireless · Dhaka, Bangladesh

  • ▸Developed and optimized production-grade RAG pipelines using LangChain and LangGraph, improving document retrieval accuracy for internal AI agent workflows.
  • ▸Designed LLM orchestration workflows to automate internal business processes, reducing manual handling time across cross-functional teams.
  • ▸Deployed scalable data solutions within a Linux/Docker environment, collaborating with engineering teams to integrate AI components into production systems.
LangChainLangGraphDockerLinuxRAG

Feb 2026 — Apr 2026

WordPress Developer Intern

ThemeXpert LTD · Dhaka, Bangladesh

  • ▸Developed and customized responsive WordPress themes and plugins using PHP, JavaScript, and MySQL to meet specific client requirements.
  • ▸Optimized website performance and page speed via caching strategies, asset minification, and database cleanups, reducing load times.
  • ▸Maintained site security and integrity through core updates, vulnerability patching, and structured deployment workflows across staging environments.
PHPWordPressJavaScriptMySQL

Academic background

May 2022 — Jan 2026

BSc in Computer Science & Engineering

American International University-Bangladesh (AIUB)

Dhaka, Bangladesh

CGPA: 3.65 / 4.00 · Major: Information Systems

Jun 2018 — Dec 2020

Higher Secondary School Certificate (HSC)

RAJUK Uttara Model College

Dhaka, Bangladesh

GPA: 5.00 / 5.00

Jan 2016 — Apr 2018

Secondary School Certificate (SSC)

M.E.H. Arif College

Konabari, Gazipur

GPA: 5.00 / 5.00

What I work with

Python ·FastAPI ·LangChain ·LangGraph ·RAG ·PostgreSQL ·React ·TensorFlow ·PyTorch ·Docker ·Redis ·TypeScript ·MySQL ·Azure ·Python ·FastAPI ·LangChain ·LangGraph ·RAG ·PostgreSQL ·React ·TensorFlow ·PyTorch ·Docker ·Redis ·TypeScript ·MySQL ·Azure ·

Languages

PythonJavaScriptTypeScriptSQLPHPC#C++MATLAB

Data Science & ML

PandasNumPyScikit-learnMatplotlibSeabornFeature EngineeringEDAModel Evaluation

Deep Learning & AI

TensorFlowPyTorchLLMsRAG PipelinesLangChainLangGraph

Backend & Databases

FastAPIPostgreSQLMySQLRedisREST APIs

DevOps & Tools

DockerGitLinux (Ubuntu)MinicondaAzure

Frontend & Design

ReactNext.jsViteHTML5CSS3Tailwind CSS

Selected work

Finkart
Mar 2026AI & Data

Finkart — Financial AI Advisory Platform

Professional Project

RAG- and LangGraph-powered financial advisory platform with an automated FastAPI/PostgreSQL ingestion pipeline. Improved retrieval accuracy through advanced chunking strategies and vector embeddings, reducing irrelevant responses in real-time query resolution.

PythonFastAPILangChainLangGraphPostgreSQLRAG
View live site
Advergo
2026 (active)Web

Advergo — Sports & Fashion Storefront

Next.js storefront for a sports and fashion wear company with product browsing, live-pricing custom quotes, and secure httpOnly-cookie authentication against a Django backend, built with crash-resilient error handling.

Next.jsTypeScriptDjango API
View live site
Smart Home Gesture Con
Apr 2026 — ThesisAI & Data

Smart Home Gesture Control for Mobility-Impaired Users

Comparative analysis of lightweight YOLO architectures for real-time, touchless hand-gesture smart-home control. Evaluated on mAP, inference speed, and model size, using transfer learning and augmentation for generalization. Accepted by the AIUB examination board.

PythonYOLOOpenCVTransfer Learning
Converslab Notes
Mar 2026Web

Converslab Notes

WordPress plugin letting admins create and manage content notes via a React interface, stored as custom post types with a REST API for CRUD and a dynamic Gutenberg block for frontend filtering.

PHPWordPressReactREST API
View on GitHub
Solar Irradiance Predi
May 2025 — Published ResearchResearch

Solar Irradiance Prediction — DIFCON Malaysia

GHI-based seasonal solar irradiance forecasting for Bangladesh, accepted for publication and presentation at the DIFCON International Conference. Full ML pipeline on NSRDB climate data: preprocessing, seasonal analysis, feature engineering, and supervised forecasting.

PythonScikit-learnPandasMatplotlibSeaborn
Netflix Clone
Jan 2026Web

Netflix Clone

Frontend clone of Netflix built with React and Vite, consuming the TMDB API for live movie data.

ReactViteTMDB API
View on GitHub
AIUB Student Portal
Mar 2025Web

AIUB Student Portal

Centralized student portal with authentication, course registration, academic results, and finance modules across multiple user roles, backed by role-based access control.

ASP.NETC#MySQL
View on GitHub
Artisanal Tea Marketpl
May 2025Web

Artisanal Tea Marketplace

Full-featured e-commerce platform with product listings, authentication, and a cart system, backed by a relational schema for inventory, accounts, and transactions.

PHPMySQLJavaScriptBootstrap
View on GitHub
Self Service Store Man
2024Systems

Self Service Store Management System

C# desktop application for inventory, transactions, and user access management.

C#.NETDesktop
View on GitHub
Vehicle Management Sys
2023Systems

Vehicle Management System

Java application with MySQL integration for vehicle registration, maintenance, and fuel tracking.

JavaMySQL
View on GitHub
Computer Graphics Simu
2025Systems

Computer Graphics Simulation

Real-time interactive graphics simulation built with OpenGL and GLUT.

C++OpenGLGLUT
View on GitHub

Let's build
something real.

Open to backend, AI/ML, and data-focused roles. If you have a project, an internship, or just want to talk about RAG pipelines — my inbox is open.