Rezoan Sultan — AI Engineer & Researcher

About Me

From Supply Chain
to AI Research

I'm a Ph.D. researcher in Electrical & Computer Engineering at Morgan State University, building production-ready AI systems with Python and modern ML stacks. My journey began in supply chain analytics and evolved into a deep passion for intelligent, agentic systems.

I specialize in end-to-end AI deployment — from API orchestration and async processing pipelines to monitoring dashboards and UX handoff. I work across the full stack: vector databases, LLM tooling, computer vision, and real-time sensor systems.

Selected as an NSF Research Trainee in 2026, I bring both academic rigor and a builder's mindset to every project I take on.

🤖
Agentic LLM Systems
Planner/executor architectures with tool use, RAG, ChromaDB, and HFRL. Human-in-the-loop evals and telemetry for production reliability.

🗄️
Databases & Vector Storage
Supabase (PostgreSQL + Auth + Realtime) across production AI apps. ChromaDB for semantic vector search in RAG pipelines. SQL/MySQL for structured data.

👁️
Computer Vision Pipelines
OpenCV, YOLO, DeepSORT for real-time traffic analysis. Batched async processing with ChromaDB-powered event retrieval.

🔐
AI Cybersecurity Research
Built a unified IDS + phishing detection pipeline achieving 99.95% accuracy and 0.881 ROC-AUC. Expertise in flow-level feature engineering, adversarial ML threat modeling, and heuristic-vs-ML comparative evaluation frameworks.

🌍
Multilingual & Bengali AI
Building one of the first structured benchmarks for code-mixed Bengali instruction-following in LLMs using HuggingFace Transformers and LoRA adaptation.

Work Experience

Research &
Professional Journey

May 2025 – Present

Safety21 NUTC

Pittsburgh, PA

Research Intern

Installing geotechnical sensors (soil moisture, water pressure, weather station) at a real-world highway landslide site for real-time risk monitoring
Developing Python-based ML pipeline integrating real-time sensor data for early landslide detection and forecasting
Designing interactive Streamlit dashboard to visualize sensor data, historical patterns, and ML-based risk predictions

Sep 2023 – Present

DEPA Lab · Morgan State

Baltimore, MD

Research Assistant

Research on agentic LLM systems (planner/executor, tool use, RAG, HFRL) and scalable backend infrastructure with human-in-the-loop evals
ML research spanning computer vision and time-series modeling, feature engineering, and drift monitoring
Teaching Assistant for Machine Learning Applications (EEGR 565) under Dr. Kofi Nyarko

May – Jul 2024

CEAMLS Summer AI

Baltimore, MD

Graduate Mentor

Mentored diverse undergraduate scholars from multiple disciplines on AI/CV projects
Provided expertise in OpenCV, YOLO, and Ultralytics for traffic violation detection accuracy and scalability
Supervised SQL database architecture for video data storage and management

Mar 2019 – Aug 2021

Navana LPG Ltd

Dhaka, Bangladesh

Supply Chain Analyst

Streamlined inventory stock management using MS Excel and Oracle EBS
Applied data analytics to identify and resolve supply chain concerns, improving performance KPIs
Projected future inventory requirements and monitored compliance metrics

Selected Projects

Production-Grade
AI Systems

AI CyberCheck

Unified IDS + phishing detection with reproducible end-to-end ML pipeline, model serving API, and Streamlit dashboard. Supabase backend for user auth and result storage.

99.95% IDS Accuracy · 0.881 ROC-AUC

PythonXGBoostFlaskStreamlitSupabaseSQL

↗ Live App

Academic Advisor AI Agent

Multi-tool HFRL-aligned LLM agent planning over student/course data. ChromaDB vector store for semantic course retrieval with human-in-the-loop offline evaluation framework.

Award-Winning · Spring 2024 Symposium

PythonLLMChromaDBHFRLSQL

⏳ In Testing GitHub Coming Soon

Landslide Detection ML

Sensor time-series ML pipeline ingesting soil-moisture, water-pressure, and weather streams with early warning operator dashboard. Supabase for real-time data ingestion and storage.

Real Sensor Integration · Live Alerts

PythonPandasscikit-learnSupabaseSQL

⏳ In Testing GitHub Coming Soon

AI Traffic Video Analyzer

CV pipeline detecting red-light running and jaywalking. ChromaDB for semantic event indexing. Batched async processing for long clips with structured SQL event storage.

Real-Time CV · Async Processing

OpenCVYOLODeepSORTChromaDBPython

GitHub Coming Soon

Pathology Report Analyzer

Generative NLP backend for clinical text with entity extraction, citation-backed summaries, and hallucination spot-evals. Supabase for report storage and user sessions.

RAG · Hallucination Evals · Clean API

PythonLLMsRAGOpenAISupabase

↗ Live App

My SupleSense

Agentic supplement recommender with policy/contraindication checks, structured outputs, and prompt-versioning. Supabase for user profiles, history, and usage metering.

Agentic · Policy-Aware · A/B Evals

PythonLLM ToolingSupabaseSQLWeb

↗ Live App

BCIB: Benchmarking Code-Mixed Bengali Instruction Following in LLMs

Research · In Development

Building one of the first structured benchmarks for evaluating code-mixed Bengali instruction-following in LLMs. This project aims to standardize evaluation for real-world Bangla usage and lay the foundation for scalable Bengali AI infrastructure — addressing a critical gap in low-resource South Asian language modeling.

Low-Resource NLP · Bengali AI · LLM Evaluation · LoRA Adaptation (Planned)

HuggingFace TransformersHuggingFace DatasetsPythonNumPy / PandasOpenAI APISentence TransformersPrompt EngineeringLoRA / QLoRAFAISS / ChromaDB

⏳ In Development GitHub Coming Soon

Technical Skills

Full-Stack AI
Engineering Stack

ML & Deep Learning

PyTorch / TensorFlowExpert

scikit-learn / XGBoostExpert

HuggingFace TransformersAdvanced

LoRA / QLoRA Fine-tuningIntermediate

HFRL AlignmentAdvanced

LLM & Agent Engineering

LLM Agents / RAGAdvanced

ChromaDB / FAISSAdvanced

Sentence TransformersAdvanced

OpenAI / Anthropic APIsExpert

Prompt EngineeringExpert

Databases & Backend

Supabase (PostgreSQL)Advanced

SQL / MySQLAdvanced

Python / Flask APIsExpert

Streamlit / DashboardsExpert

Oracle EBSIntermediate

Computer Vision

OpenCVAdvanced

YOLO / UltralyticsAdvanced

DeepSORTAdvanced

Data & Analytics

Pandas / NumPyExpert

TableauAdvanced

R / MATLABIntermediate

Infrastructure

GitHub Actions / CI-CDIntermediate

Linux / BashIntermediate

Arduino / Raspberry PiIntermediate

GIS & Spatial

ArcGIS ProIntermediate

Geospatial MLIntermediate

Sensor IntegrationAdvanced

Education

Academic
Foundation

Ph.D. — Electrical & Computer Engineering

Morgan State University

Baltimore, MD · Expected May 2027

In ProgressNSF Trainee 2026

M.S. — Information Technology

Washington University of Science & Technology

Alexandria, VA · June 2023

Completed

B.S. — Electrical & Electronic Engineering

American International University – Bangladesh

Dhaka, Bangladesh · December 2016

Completed

Certifications

Industry & Academic Credentials

IBM · Google · Microsoft · Morgan State

Generative AI – IBMAzure FundamentalsTableau – FinTechGoogle NetworkingIntro Data Science

Accomplishments

🏆

NSF Research Trainee — 2026

Selected as a U.S. National Science Foundation Research Trainee — a competitive program supporting graduate research excellence and professional development.

🥇

Graduate Research Poster Winner — Spring 2024

First place at Morgan State University's Spring 2024 Symposium for the HFRL-aligned Academic Advisor AI Agent, demonstrating how reinforcement learning improves student advising.

Building
Intelligent
Systems

From Supply Chain
to AI Research

Research &
Professional Journey

Production-Grade
AI Systems

Full-Stack AI
Engineering Stack

Academic
Foundation

Let's Build Something
Intelligent Together

BuildingIntelligentSystems

From Supply Chainto AI Research

Research &Professional Journey

Production-GradeAI Systems

Full-Stack AIEngineering Stack

AcademicFoundation

Let's Build SomethingIntelligent Together

Building
Intelligent
Systems

From Supply Chain
to AI Research

Research &
Professional Journey

Production-Grade
AI Systems

Full-Stack AI
Engineering Stack

Academic
Foundation

Let's Build Something
Intelligent Together