💻 SW Engineer, AI Expert
Based in Seoul 🛫 Travelling the World 👨💻 Work Globally
updated: October 14, 2021
Key Expertise
- Deep Learning Model Implementation
- Data Mining & Building Training Dataset
- Serving Deep Learning Model (MLOps)
📋 Summary
I enjoy making services that I've never done before, and making it better. I am committed to becoming experts who can direct the entire process of AI services, including clarifying objectives, preparing learning data, designing and learning artificial neural network structures, and deploying services. I like learning new things little by little through projects. I'm focusing on making all the codes I write not only work well, but also readable and sustainable.I like to collaborate with competent team members and write a code that is not embarrassing afterward. I'm looking for opportunities to grow with an ambitious startup.
Language
Python
C, C++
Dart(Flutter)
Java
Korean
English
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Deep Learning Framework
Pytorch
Tensorflow
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🛠️ Skills
Backend
- Python
- Visual Studio Code
- Git, Poetry
DevOps
- gunicorn, Nginx
- Mongo DB, MySQL
- Docker
Frontend
- PyQt5
- FastAPI, Flask, Django, RESTful-APIs
- Typer(CLI)
ML & Data Science
- Pytorch, Tensorflow(Keras)
- Numpy
- Pandas
Collaboration
📜 Selected Work History
🍕 freelance
🥑 full-time
Freelance
- Recyclable Waste Object Detection Solution Development @ Aetech, Incheon
Recyclable waste object detection & classification model develop
Pytorch
- Deep Learning Model Deploy on Mobile @ Supertone, Seoul
Audio Denoising Model (tensorflow) Deploy on mobile App
Tensorflow & Flutter
- Brain wave signal (EGG) analysis @ personal work request
LSTM based EGG classification model develop
Pytorch
- Motion Recognizer on Mobile Device @ personal work request
Joint Information based LSTM classifier
Tensorflow & Flutter
- Mathematical Problem Image OCR Service @ MathMocha, Busan
Text Detection / Text Recognition / Feature Analyzer and Search Algorithms
Pytorch & k8s
May 2019 -
Mar 2022
AI group - R&D team @ NHN Diquest, Seoul
- Korean Handwritten Text OCR Project : government project
ㄴOCR core engine development - text detection & recognition models
ㄴRelease Korean handwritten dataset (planned) @AI-hub
- Chinese Character OCR Project : government project
ㄴOCR core engine development - text detection & recognition models
ㄴRelease ancient book OCR dataset @AI-hub / DEMO
- Korean Language Morphological Analysis : In-house project
ㄴNLP deep learning model implementation
- Korean Language Text Pre-processing Tool Develop : In-house project
- Data Mining on Internet Comunity Posts : government project
ㄴweb crawler and ML text classifier development
Feb 2019 - May 2019
Researcher @ KAIST Global Institute For Talented EDucation, Daejeon
- Participate in educational textbook development
- Write educational example source code of python and tensorflow
Education
