EI

Emmanuel Idoko

Software Engineer · AI/ML Engineer · Researcher

Building clinical AI systems, agentic pipelines, and full-stack products across medical imaging, retrieval, cloud infrastructure, and applied research.

About Me

Background

I'm a software engineer, AI/ML engineer, and researcher based in Lagos, Nigeria. I build production-grade AI systems — from clinical decision support platforms to agentic multi-agent pipelines — and publish research in medical imaging at conferences like MICCAI and ICPR.

My work spans the full stack: architecting RAG systems and multimodal ingestion at AidCare, shipping full-stack software at HabariPay (GTCO), exploring self-supervised learning for retinal and chest X-ray imaging, and training 250+ students as Project Lead at the Unilag Data Community.

Experience

AI/ML Consultant

Consulting Club of Lagos · Mar 2026 – Present

Providing AI/ML consulting and strategy for clients through one of Lagos' leading consulting organizations.

Founder & AI/ML Engineer

AidCare · May 2025 – Present

Clinical AI platform with dual-mode RAG, semantic search over 500+ protocols, and multimodal ingestion for Nigerian healthcare.

Software Engineer

HabariPay – GTCO · Sep 2024 – Present

Full-stack engineering on the fintech subsidiary of Guaranty Trust; building payment infrastructure and AI-powered product features.

Independent ML Researcher

ML Collective · Sep 2024 – Present

Medical imaging and clinical NLP research — weekly paper analysis, hypothesis formulation, and experimental protocol design.

Data & AI Intern

Wema Bank · Aug 2024 – Dec 2024

AI-powered knowledge chatbot (Node.js, Azure) enabling 2,000+ staff to query documentation; Play Store review analytics pipeline.

AWS AI & ML Scholar

Amazon Web Services · Oct 2023 – Jan 2024

Competitive AWS scholarship; built an end-to-end image classification system with PyTorch and CNNs, deployed on cloud GPU (CUDA) infrastructure.

Selected Projects

Building across agentic AI, clinical systems, computer vision, full-stack products, and distributed engineering.

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Virtue Foundation Intelligence Platform

Hackathon 2nd Place

End-to-end agentic AI platform analyzing 797 Ghana healthcare facilities across 16 regions. A LangGraph supervisor routes queries to 6 specialized sub-agents backed by a FAISS vector store, identifying 10 medical deserts and 43 data anomalies.

PythonLangGraphGPT-4o-miniFAISSFastAPINext.js
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AidCare

Live Clinical AI Product

Clinical decision support platform for Nigerian healthcare. Dual-mode RAG system using Sentence Transformers + FAISS over 500+ clinical protocols, with Whisper ASR and Tesseract OCR for multimodal document ingestion.

FastAPIFAISSGeminiWhisperDigitalOceanRBAC
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Kinetix

Gemini API Hackathon

Real-time AI personal trainer using Gemini's vision API to analyze webcam exercise footage frame-by-frame. Dual-persona architecture: an internal Analyst performs biomechanical reasoning while an external Coach delivers live verbal feedback via TTS.

PythonFastAPIGemini APIWebSocketsNext.jsTypeScript
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PheraCAM

Hackathon 2nd Place

Real-time facial-recognition camera that distinguishes registered faces from unregistered ones on the edge — for bank branches, schools, homes, and even car anti-theft. Built with OpenCV and Azure, >95% accuracy at <150ms. 1st runner-up among 800+ participants from all 36 states at HackLab Nigeria 2022.

PythonOpenCVAzureOpenAI APIReact
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Amala Atlas

Amala Hackathon Winner · ₦2M

Winner of GDG Lagos' Amala Hackathon (₦2,000,000, winner-takes-all) as Team PRL lead. A crowdsourced global map for discovering authentic Amala spots, with an autonomous agent that scans food blogs daily — user reviews with Google auth, Google Maps integration, and an admin moderation panel. Open-sourced for the community.

Next.jsFirebaseGoogle MapsCheerioVercel

Modern Search Engine

Engineering Project

Distributed information retrieval system with a custom inverted index, TF-IDF weighting, and cosine similarity scoring. Delivers sub-second query responses across 10,000+ PDF, DOCX, and TXT files with comprehensive xUnit test coverage.

C#.NETAzureTF-IDFCosine Similarity
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Campus Thrift Books

GDSC Solution Challenge 2024

A platform for university students to buy, sell, and exchange second-hand textbooks on campus — reducing the cost burden of course materials and promoting a circular economy within academic communities.

ReactFirebaseGoogle CloudGDSC
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Medity

Web App Challenge

Global health data aggregator that centralizes pandemic and disease information worldwide — surfacing symptoms, treatments, prevention methods, and real-time news updates to users in regions with limited health information access.

ReactKendoReactHealth TechNetlify

InvoiceMatch.AI

Curacel Hackathon 2025

AI-powered reconciliation tool for hospital invoices and insurer payouts. Automatically parses uploaded documents, matches line items, pinpoints every underpayment or denial, and generates a natural-language executive summary for finance teams.

JavaScriptOpenAIHealthcareVercel

Honors & Hackathons

Selected wins and podium finishes from 23+ hackathons — from HackZurich in Europe to Nigeria's HackLab and global AI hackathons.

Amala Hackathon 2025 — Winner (₦2M)

Winner · ₦2,000,000

GDG Lagos · winner-takes-all · 2025

Led Team PRL to win GDG Lagos' Amala Hackathon with Amala Atlas — an open-source, crowdsourced map that auto-discovers and community-verifies Amala spots.

HackZurich 2021 — Hybrid Team Award

Winner

HackZurich · Europe's largest hackathon · 2021

Won the Hybrid Team Award for Coffee_Break, a virtual break-room bringing spontaneous 'water-cooler' moments to remote teams via spatial audio.

HackOR 2021 — Finalist & Winner

Winner

HackOR · 2021

Built Foodify, a food-sharing platform that lets people share and receive surplus food to reduce waste.

HackLab Nigeria 2022 — 1st Runner-Up

2nd Place · ₦300k grant

HackLab Foundation · Africa FinTech Foundry · 2022

PheraCam, a real-time facial-recognition security camera, placed 1st runner-up among 800+ participants and was featured in national tech coverage.

Virtue Foundation Intelligence Platform — 2nd Place

2nd Place

Databricks × Hack-Nation Global AI Hackathon · 2026

Agentic AI platform mapping healthcare gaps across 797 Ghana facilities, surfacing 10 medical deserts and 43 data anomalies.

AccessLearn — 2nd Place

2nd Place

Afretec UNILAG Inclusion Team Innovation Challenge · 2025

Mentored a student team and built AccessLearn, an accessible learning platform with read-aloud in English, Nigerian languages and Pidgin, AI translation, a fingerspelling tool for Deaf and hard-of-hearing learners, and a document-based AI tutor.

ACVSS 2026 — Accepted with Full Grant

Accepted · Full Grant

African Computer Vision Summer School · Google AI Community Center, Accra · 2026

Selected as 1 of 31 from 312 applicants for the African Computer Vision Summer School — intensive lectures, mentoring, and research with 15+ scientists across advanced vision, diffusion, self-supervised, and multimodal learning.

Talks & Sessions

Public talks, workshops, and sessions I've facilitated — with slides, photos, and writeups.

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M.A.R.K Internship Initiative

May 9, 2026 · CISA UNILAG × NACOS UNILAG

Host & Moderator

Hosted and moderated a panel on landing internships and global opportunities, featuring software engineers from Bloomberg (London) and Goldman Sachs on how students can build a competitive edge and break into top companies.

CareerInternshipsPanelModeration

Introduction to AI in Business

April 23, 2026 · AI/ML Track Session

Track Coach · AI/ML

An introductory session for the AI/ML track covering practical applications of AI in business — how organizations can leverage AI tools, frameworks, and workflows to drive value and improve decision-making.

AI/MLBusinessWorkshop

Attention Is All You Need — Paper Walkthrough

2026 · Student Researchers Session

Speaker

A beginner-friendly walkthrough of the landmark Transformer paper for early student researchers — breaking down self-attention, multi-head attention, and positional encoding with intuitive explanations.

Deep LearningNLPTransformersResearch

Selected Publications

Research spanning medical imaging, multimodal learning, and applied AI systems.

SharpXR: Structure-Aware Denoising for Pediatric Chest X-Rays

I. Abolade, E. Idoko, S. Odelola, P. Omoigui, A. Adebanwo, A. M. Iorumbur, U. Anazodo, A. Crimi, R. Confidence

MIRASOL Workshop, MICCAI 2025Published · pp. 83–92

VAMAE: Vessel-Aware Masked Autoencoders for OCT Angiography

I. Abolade, P. Mireku, K. Chibundu, P. Ododo, E. Idoko, P. Omoigui, S. Odelola

ICPR 2026 — 28th Int'l Conference on Pattern RecognitionAccepted

Cross-Modality Attention Fusion for Chest X-ray Diagnosis

E. Idoko et al.

Ongoing ResearchWorking Paper

SharpXR Research Poster Presentation

E. Idoko

MIRG-ICAIR 2025 — Machine Intelligence Research Group ConferencePoster
View all on Google Scholar

Press & Media

Coverage of my projects and the events I've competed in.

Moments

Talks, conferences, and community — what happened, in words and pictures.

M.A.R.K Internship Initiative

May 2026 · Host & Moderator

I hosted and moderated the M.A.R.K Internship Initiative, a session by CISA UNILAG and NACOS UNILAG for students serious about internships and global opportunities.

I guided a panel of engineers now at Bloomberg (London) and Goldman Sachs through the realities of breaking into top companies — how they positioned themselves, what actually moved the needle in their applications, and the habits that built a competitive edge. My role was to keep it practical and honest, and draw out advice students could act on the next morning.

MIRG-ICAIR 2025 — SharpXR Poster

Nov 2025 · Poster Presenter

I presented our paper, SharpXR: Structure-Aware Denoising for Pediatric Chest X-Rays, as a poster at the MIRG-UNILAG International Conference on AI and Robotics — Empowering Africa Through AI and Robotics Research.

Alongside my co-author Solomon Odelola, I walked researchers and industry experts through how SharpXR improves diagnostic image quality for pediatric care, and fielded questions from people pushing the frontiers of AI and robotics across the continent.

HackLab Nigeria 2022 — My First In-Person Hackathon

June 2022 · Team Phantoms · 1st Runner-Up

HackLab Nigeria 2022 was my first in-person hackathon — three days at the Africa FinTech Foundry in Lagos among 800+ participants.

With Team Phantoms, I built PheraCam, a real-time facial-recognition camera that tells registered faces from unregistered ones on the edge — for bank branches, churches, schools, homes, and car anti-theft. We placed 1st runner-up, winning a ₦300k grant, two Nvidia Deep Learning Institute vouchers, and a video documentary and branding from BlueAfric Media. It's the event that got me hooked on building under pressure.

Recent Milestones

Curated signals — research acceptances, talks, and reflections shared along the way.

Poster Presentation

Presented the SharpXR poster at MIRG-ICAIR 2025

Presented our pediatric chest X-ray denoising work to researchers at the MIRG-ICAIR conference, University of Lagos.

Research Milestone

SharpXR accepted to the MIRASOL Workshop at MICCAI

Announcing my first paper — structure-aware denoising for pediatric chest X-rays — accepted at a MICCAI workshop.

Talk

Attention Is All You Need — paper walkthrough session

Facilitating a Transformer paper walkthrough for early student researchers.

Reflection

On pushing past your limits

A short reflection on growth after a debate — the mindset behind the work.

Skills & Expertise

A comprehensive toolkit for building and deploying production AI systems.

Machine Learning & AI

  • PyTorch, Hugging Face Transformers
  • FAISS, Sentence Transformers, LangGraph
  • OpenAI API, Gemini API
  • Whisper ASR, Tesseract OCR
  • Computer Vision (OpenCV, ViTs)
  • Scikit-learn, Pandas, NumPy

Programming Languages

  • Python, TypeScript, JavaScript
  • Java, C#, SQL, Bash
  • C (systems & assembly)

Frameworks & Product

  • Next.js, React, Node.js, Express
  • FastAPI, Flask
  • PostgreSQL, MongoDB, SQLite
  • WebSockets, REST APIs

Cloud & Infrastructure

  • Docker, Kubernetes, Terraform
  • AWS, Azure, DigitalOcean
  • CI/CD (GitHub Actions, Jenkins, Azure DevOps)
  • Linux, Git

Get In Touch

Interested in collaboration, research opportunities, or engineering work? Feel free to reach out.

Email

eemmanuel.idoko@gmail.com

Institution

University of Lagos · B.Sc. Computer Science

Location

Lagos, Nigeria

Open to Opportunities

I'm currently exploring engineering roles, research collaborations, startup builds, and applied AI projects with real-world impact.

Send a Message