Computer Vision & Edge AI Engineer

RYAS RAFI KARIM

AI SYSTEMS & EDGE VISION ENGINEER

B.Eng Electrical, GPA 3.78 • Google Bangkit, top 10% • 26 tugboats, 3,000+ cameras • Jakarta, UTC+7

45 FPS RTSP ingest

8.2ms p95 latency

26 Tugboats live

99.2% Plate accuracy

Explore career

Field deployments, 2023 to 2026

Career Timeline

2023 Google • GoTo • Traveloka

Top 10% Distinction

BANGKIT ACADEMY — DISTINCTION GRADUATE

Machine Learning cohort under Google, Tokopedia, Gojek & Traveloka. Built Waste Wizard, a CNN municipal waste-classification mobile app reaching 95% validation accuracy, and earned the Google TensorFlow Developer Certificate in a top-10% graduating cohort.

TensorFlow Keras CNN Google Cloud GCP Mobile Classification

ARTIFACT // WASTE-WIZARD EXPAND DOSSIER ↗

Waste Wizard mobile waste classification app

2025 PT Bali Towerindo Sentra Tbk

3,000+ CCTV Feeds

JAKARTA SMARTEYE — 3,000+ CAMERAS

AI Engineer maintaining and tuning License Plate Recognition models across 3,000+ operational Jakarta CCTV feeds at 99.2% accuracy — plus waste-segmentation and crowd analytics for the MBG program — over three high-availability Linux production tiers.

YOLOv8 LPR TensorRT Polygon Segmentation Ubuntu Server

ARTIFACT // SMART-EYE EXPAND DOSSIER ↗

Jakarta SmartEye license plate recognition

2025 Baramulti Group

26 Marine Vessels

FLEET VISION ACROSS 26 MARINE VESSELS

AI Engineer & Project Lead deploying bridge-crew surveillance across 26 commercial tugboats: 360° panorama vision, AdaFace IR-101 crew identification, danger-zone intrusion alerts, and Teltonika satellite GPS telematics with automated Telegram dispatch.

Jetson Orin Nano AdaFace IR-101 360° Panorama Teltonika GPS

ARTIFACT // FLEET-VISION EXPAND DOSSIER ↗

Fleet vision bridge monitoring on marine vessels

2024 Versigent • PT Aptiv Components Indonesia

14x Acceleration

DRAWING CONVERTER — WIRE-HARNESS VECTORS

Engineered the automated CAD wire-harness drawing converter: schematic parsing, vector skeletonization, and Delphi/Aptiv catalog cross-referencing that extracts terminals, seals, and BoQ tables — cutting engineering turnaround from 3 days to under 5 minutes.

OpenCV Vector Geometry Custom OCR FastAPI

ARTIFACT // DRAWING-CONVERTER EXPAND DOSSIER ↗

Drawing converter wire-harness vector extraction

2025 PT Asmin Bara Bronang

Hull OCR Live

SENTINEL AI — HULL NUMBER RECOGNITION

Two-stage detection and OCR reading vessel hull numbers (No. Lambung) on dusty mining haul roads — 90,722+ tons of haulage tracked across 41 hull classes with calibrated ground-speed radar and zero-drop /dev/shm frame buffering.

YOLOv8 ONNX Hull OCR Ground Radar Linux /dev/shm

ARTIFACT // SENTINEL-HULL EXPAND DOSSIER ↗

Sentinel AI vessel hull number recognition

Verified credentials & official certificates

Certificates

TensorFlow Developer Certificate — Google — CERT-01 TensorFlow Developer Certificate Google

Machine Learning Specialization — Stanford University & DeepLearning.AI — CERT-02 Machine Learning Specialization Stanford University & DeepLearning.AI

TensorFlow: Data and Deployment — DeepLearning.AI & Coursera — CERT-03 TensorFlow: Data and Deployment DeepLearning.AI & Coursera

DHSP Video Surveillance System Engineer — Dahua Technology — CERT-04 DHSP Video Surveillance System Engineer Dahua Technology Co. LTD

Bangkit Academy Distinction Graduate Top 10% — Google, GoTo, Traveloka — CERT-05 Distinction Graduate — Top 10% Bangkit Academy • Google • GoTo • Traveloka

Bachelor of Electrical Engineering GPA 3.78 — Universitas Singaperbangsa Karawang — CERT-06 B.Eng Electrical Engineering — GPA 3.78/4.00 Universitas Singaperbangsa Karawang

Recorded from live deployments

Deployments on Video

Core engineering domains & verified stack

Tech Stacks & Domains

Production-grade competencies extracted from real-world deployments across municipal CCTV grids, 26 marine vessels, and air-gapped agent workbenches.

Domain 01 / Perception

Computer Vision & Deep Learning

High-throughput detection, segmentation, optical character recognition & biometrics.

Python YOLOv8 PyTorch TensorFlow OpenCV AdaFace IR-101 ByteTrack Custom OCR Polygon Segmentation Scikit-learn

Production systems: 3,000+ CCTV license plate recognition (Jakarta SmartEye), 26-vessel 360 panorama bridge surveillance, and 98% waste polygon segmentation.

Domain 02 / Inference

Optimization & High-Throughput Serving

Model compression, FP16/INT8 hardware compilation & low-latency RESTful APIs.

NVIDIA TensorRT ONNX Runtime FastAPI Flask Model Serving Latency Profiling Redis Caching HLS Streaming

Engineered sub-10ms P95 latency pipelines decoding 15+ concurrent RTSP feeds with zero frame-dropping via Linux /dev/shm shared memory buffers.

Domain 03 / Agentic AI

Generative AI, Agents & Vector RAG

Local LLM runtimes, multi-step tool execution graphs & hybrid semantic retrieval.

Ollama llama.cpp LangGraph LangChain Qdrant Vector DB Hybrid Dense+Sparse RRF n8n Automation Re-ranking

Implemented air-gapped Turboquant workbench with local privacy, OpenAI-compatible self-hosted providers, and automated prompt-to-n8n workflow graphs.

Domain 04 / Hardware

Edge AI, Embedded & IoT Telematics

On-device edge computing, satcom sensor telemetry & automated incident dispatch.

NVIDIA Jetson Orin Nano Teltonika GPS API Linux /dev/shm Ring Buffer Telegram Bot API STM32 / ESP32 Analog / Digital DSP

Led deployment across 26 tugboats with real-time danger zone polygon intrusion detection, satellite fleet telemetry, and 99.94% maritime mission uptime.

Domain 05 / Platform

Linux OS & Cloud Infrastructure

Production Linux administration, containerization, CI/CD pipelines & reliability.

Ubuntu Server Docker systemd Daemons Git & GitHub Actions CI/CD Google Cloud Platform (GCP) Intel Arc GPU

Managed three Linux production areas: inference services, automated deployment pipelines, and continuous real-time system health monitoring.

Domain 06 / Engineering

Languages & Schematic Engineering

Vector graph topological parsing, scientific computing & CAD blueprint automation.

Python C / C++ Bash Pandas NumPy NetworkX (Graph Topology) PyMuPDF RESTful API Design

Architected autonomous CAD BoQ extraction system converting complex engineering wire-harness schematics to Bill of Quantities with 14x manual acceleration.