SECTION 03

Skills.

MAGI://DIAGNOSTICS/SYNC_RATES

┌──┐└──┘
AI_RESEARCH
AI_RESEARCH4 MODULES ONLINE
Python / MLSYNC RATE: 0%
PyTorch / TensorFlowSYNC RATE: 0%
On-Device OptimizationSYNC RATE: 0%
Medical AI / CVSYNC RATE: 0%
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FRONTEND_SYS
FRONTEND_SYS2 MODULES ONLINE
TypeScriptSYNC RATE: 0%
React / Next.jsSYNC RATE: 0%
┌──┐└──┘
BACKEND_SYS
BACKEND_SYS2 MODULES ONLINE
Python / FastAPISYNC RATE: 0%
Node.jsSYNC RATE: 0%
┌──┐└──┘
TOOLS_OPS
TOOLS_OPS3 MODULES ONLINE
Linux / ShellSYNC RATE: 0%
Docker / CloudSYNC RATE: 0%
Git / CI-CDSYNC RATE: 0%
TOTAL SYSTEM SYNC
87%
NOMINAL
OPERATION_LOG/BALTHASAR-2
FIELD_OPS://DEPLOYMENT_HISTORY
3 RECORDS
2023.08 – Present

ML Researcher

Noul Inc.

Leading core AI R&D for CER, a cervical cell analysis product. Designed and implemented the full preprocessing–detection–classification pipeline from whole slide images down to individual cells. Spearheaded on-device detection model training, pruning, and inference optimization.

2022.05 – 2023.08

Software Engineer

HumanICT

Full-stack engineer on the Alphai PlantVision platform, developing real-time AI detection models for construction site hazards (fire, smoke, missing helmets) and vehicle classification from CCTV feeds.

2020.07 – 2022.05

Software Engineer

DeepNoid

Led the DEEP:CHEST team as part lead, designing AI models for chest X-ray interpretation — detecting pneumothorax and consolidation with lesion localization. Successfully completed clinical trials and obtained regulatory approval (License #21-841).

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PARITY: OK
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[ACTIVE]
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SYNC: 87% AVG|MAGI://SKILLS/ONLINE