AI / ML Engineer
Models become useful when they meet a real input, a clear decision and a working interface.
View AI / ML portfolio ↗Download matching resume ↓ OPEN TO WORK · Klang Valley, Malaysia · Open to relocation
MUHAMMAD IRFAN FAHMI
Computer
engineering.
In practice.
My foundation is a Bachelor of Computer Engineering with Honours at UTeM. I build across software, intelligent systems and hardware.
Graduation scheduled: 2 November 2026 · Open to AI/ML, software and embedded/IoT opportunities.
AI & COMPUTER VISIONSOFTWARE & SYSTEMSHARDWARE & IoT
COMPUTER ENGINEERING / FIND THE FIT
Choose the role.
See the relevant work.
One Computer Engineering foundation, with focused portfolios and matching resumes for three career directions.
Software Engineer
Build the application. Understand the system around it. Support the people using it.
View software portfolio ↗Download matching resume ↓Embedded / IoT Engineer
Start at the signal. Follow it through firmware, processing and the interface.
View embedded / IoT portfolio ↗Download matching resume ↓01 / SELECTED WORK
Built. Tested.
Still improving.
Projects across models, devices and interfaces. Open a project to see my contribution, decisions and evidence.
Showing 6 of 6 projects.
01SMC CrowsContributing to the SMC Crows community through Android compatibility, releases, distribution and player support.29,594 download requestsAll release/setup versions · 22 Oct 2026 · retries included
02Hybrid Self-CheckoutBarcode scanning paired with computer vision to verify retail items.77.4% precisionReported model benchmark · 50 epochs
03HermesMulti-model orchestration with consensus, telemetry and recovery on mobile hardware.Consensus + recoveryExperimental system · contribution submitted
What I built
The documented Hermes setup runs on a Samsung Galaxy A54 using Termux/Linux. A “Parliament of Minds” routes multiple LLM models through a consensus process for XAUUSD signal experiments. Separate serve and gateway processes, a cron watchdog, telemetry, and causal post-mortems support operation and review.
Result & evidence
The result is a documented multi-model orchestration experiment with observable operations and recovery mechanisms. Historical trading figures on the previous site have not been independently verified and are not presented as evidence of real-world investment performance. The contribution to 500-AI-Agents-Projects is PR #167: open and unmerged when checked on 6 October 2026; that is a historical check, not a current status assertion.
04Gesture recognitionA browser-based hand gesture controller for touchless reading.98.6% cross-validationReported score · not real-world accuracy
What I built
IrfanLLM uses MediaPipe hand landmarks and 71-dimensional geometric features. A 100-tree Random Forest trained from video demonstrations is compiled to JavaScript for browser inference. Geometric checks, a 0.30-second scroll cooldown, and virtual air buttons translate gestures into navigation. The existing demo, bookmarklet, and extension remain available.
Result & evidence
The source portfolio reports 98.6% cross-validation accuracy. This is an evaluation on the training workflow’s folds, not a measured accuracy across all users or real-world reading sessions. The working browser controller offers a concrete way to explore that gap.
05IoT livestock monitoringAn Arduino and load-cell weighing system with connected monitoring.INOTEK 2025 · Third PlaceDocumented team award · 15 January 2025
06Mini ArcadeBrowser games exploring decision logic, interaction and application state.Three core games + a betaLive application checked · 6 October 2026
What I built
The original portfolio documents a React and TypeScript arcade with minimax-based Tic Tac Toe, a soccer penalty shootout, and a sports memory match, styled with Tailwind CSS. The current live application lists Pulse Tic Tac Toe, Penalty Shootout, Sports Memory, and the beta Shinobi Legends RPG. Pulse adds rotating rows, decaying marks, and link-based online multiplayer.
Result & evidence
The current application is available as a live demo, with three core games and one RPG marked beta/testing when checked on 6 October 2026. It explores decision-making alongside interface and game-state design. The current game internals were not audited, and no visitor or engagement metrics are claimed.
02 / BACKGROUND
Across software.
Close to hardware.
Computer engineering at UTeM, with practical experience in technical support, hardware deployment and troubleshooting.
VISION & AI
YOLOv8 · OpenCV · PyTorch
Random Forest · LLM orchestration
HARDWARE & IOT
Arduino · C/C++ · HX711
Sensor integration · EasyEDA
NETWORKS & SYSTEMS
VLAN · OSPF · Wireshark
Windows administration · Troubleshooting
SOFTWARE & DATA
Python · JavaScript · SQL
MySQL · Git · Cloudflare
Experience & education
Learning, applied.
Education & professional training
- OCT 2022 – NOV 2026
Bachelor of Computer Engineering with Honours
Universiti Teknikal Malaysia Melaka (UTeM)
Graduation scheduled: 2 November 2026.
- DEC 2018 – MAY 2022
Diploma in Electronic Engineering (Computer)
Politeknik Port Dickson
- JUL 2017 – FEB 2019
Certificate in Computer Systems and Networking
Kolej Komuniti Selandar
- JUL 2026 / FEB 2026
Industrial automation & network foundations
Festo: Industrial Automation with AI in Manufacturing. Cisco Networking Academy: Enterprise Networking, Security, and Automation; Switching, Routing, and Wireless Essentials.
Cisco Networking Academy course completions.
Experience at the bench.
Technical roles & practical experience
- SEP 2021 – JUL 2022
Technical Staff
Global Elite Ventures Sdn. Bhd
Technical troubleshooting and hardware/software deployment.
- JUN – JUL 2020
Contract Assistant Engineer
ARNN Technologies & Karar Solution
Engineering project support and technical problem-solving.
- JUN – NOV 2018
Technician
OKCS Seri Kembangan
Diagnostics, repairs, hardware maintenance, and software configuration.
- MAY 2019
Volunteer reserve training
Rejimen 508 Askar Wataniah
Basic volunteer recruit course, documented in the credential registry.
Professional registrations
BEM Graduate Engineer · Computer Engineering
Registered · Approved 15 October 2026.
Official Board of Engineers Malaysia public directory.
MBOT Graduate Technologist · Information & Communication Technology (IT)
Registered · Approved 22 October 2026.
Registration number: GT26100872.
Registration approval letter on file. Formal registration certificate issuance is pending according to the letter.
A QUICK INTRODUCTION
What I can bring
to your team.
A narrated look at my skills, SMC Crows and recorded community reach.
SMC CROWS / CURRENT COUNTERS
Community reach, live.
Fetching the latest SMC counts…
Read from the SMC download counters ↗. Requests include retries; completed transfers, unique players and installations are not measured. The video's figures are a dated snapshot.
72 seconds · Conversational synthetic narration made locally with open-source Kokoro. Read transcript ↗ · Metrics & sources ↗ · Voice & project credits ↗
03 / FURTHER READING
Credentials & training documents
DOCUMENTED LEARNING
Credentials.
Professional registrations, qualifications, training and team awards. Preview or download the supporting documents.
Ask Irfan’s portfolio assistant
ASK / IRFAN’S WORK
Find the fit.
See the evidence.
Hiring for AI, software or embedded systems? Ask what I’ve built, how it works, and where my experience could help your team.
AI & computer vision ↗Hybrid Self-Checkout · YOLOv8 + OpenCVShipping & supporting software ↗SMC Crows · Android release engineeringHardware & connected devices ↗IoT livestock monitoring · Arduino + HX711
About this assistant & privacy
This AI assistant uses public portfolio facts. Your question, recent conversation and relevant portfolio context are processed by Roots through a server service. Conversation history stays in this page’s memory until you clear it or leave; this application does not save chat transcripts. Service providers may process request metadata under their own policies. Avoid sharing private information.
Answers can be imperfect. Case studies, the resume and official registration records are the reference.
Irfan’s portfolio assistantPROJECTS · SKILLS · ROLE FIT
Ready when you are.
A GOOD PLACE TO START
What would you like to know about Irfan?
Explore his projects, ask about a technical decision, or paste a short job description to compare it with his experience.
AI answers grounded in this portfolio. Follow the project links to check the evidence. Shift + Enter adds a new line.
NEXT / A CONVERSATION
Have a role
in mind?
I’m looking for a team where I can contribute, learn and build useful technology.