About
오서영 | Seoyoung Oh
안녕하세요, 오서영입니다.
데이터 사이언티스트, 머신러닝 엔지니어 1년차로 일하고 있습니다.
Information
👶 1998-09-08 | 🏠 South Korea, Busan
📧 osyoung540@gmail.com | eileen1426@naver.com
💻 Github | 👩💻 Linkedin | 🎨 Instagram |
Interests
- Machine Learning and Deep Learning
| Time-series Forecasting, Computer Vision, NLP, Audio (Speech), Anomaly Detection, XAI - MLOps, Kafka, FastAPI, Docker, GCP, AWS
- Dynamical Modeling, PDEs, Graph Theory
Working
- Terenz (주식회사 테렌즈) | 2023.02 - 현재
➔ AI Team Senior Researcher | AI팀 선임연구원
➔ Data Scientist, Machine Learning Engineer 직무
➔ AI 암 진단 플랫폼, 음성대화 인터페이스 및 챗봇, 문서 텍스트 크롤링
Education
경상국립대학교 대학원 수학과 해석학 및 응용수학 전공 석사과정 | 2021.03 - 2023.02
➔ Time-series Forecasting with Deep Learning, Graph Theory, Dynamical Modeling경상대학교 수학과 학사 | 2019.11 - 2021.02
➔ Pattern Formation in PDEs, Neural Network, Feature Engineering, Segmentation
🛣️ Study Roadmap
AI, MLOps, 프로그래밍, 수학을 공부하기 위한 나만의 로드맵
- Completed 😆
- In-Progress 😂
Machine Learning
- 인공지능 및 기계학습 개론Ⅰ edwith |
Certificate - Machine Learning coursera |
Certificate - 라온피플 머신러닝 아카데미 blog
- Interpretable Machine Learning book
- Pattern Recognition & Machine Learning book
- Introduction to Responsible AI qwiklabs |
Certificate
Time-series Forecasting
Deep Learning
- Neural Networks and Deep Learning coursera |
Certificate - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization coursera |
Certificate - Structuring Machine Learning Projects coursera |
Certificate - Convolutional Neural Networks coursera |
Certificate - Sequence Models coursera |
Certificate - Dive into Deep Learning book
- Transformer Models and BERT Model qwiklabs |
Certificate - Introduction to Large Language Models qwiklabs |
Certificate - Introduction to Image Generation qwiklabs |
Certificate - Introduction to Generative AI Studio qwiklabs |
Certificate - Introduction to Generative AI qwiklabs |
Certificate - Generative AI Fundamentals qwiklabs |
Certificate - Encoder-Decoder Architecture qwiklabs |
Certificate - Create Image Captioning Models qwiklabs |
Certificate - Attention Mechanism qwiklabs |
Certificate
Deep Learning Framework
- Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning coursera |
Certificate - Convolutional Neural Networks in TensorFlow coursera |
Certificate - Custom Models, Layers, and Loss Functions with TensorFlow coursera
- Custom and Distributed Training with TensorFlow coursera
- Advanced Computer Vision with TensorFlow coursera
- Generative Deep Learning with TensorFlow coursera
MLOps
- MLOps for ALL post
- 머신러닝 오퍼레이션 자동화, MLOps by 변성윤님 post
- ML Engineer를 위한 MLOps post
- Introduction to Machine Learning in Production coursera
- Machine Learning Data Lifecycle in Production coursera
- Machine Learning Modeling Pipelines in Production coursera
- Deploying Machine Learning Models in Production coursera
- Machine Learning Operations post
- 도커(Docker) 입문편 컨테이너 기초부터 서버 배포까지 post
Database
Cloud
- 그림으로 배우는 클라우드 book
Google Cloud Platform (GCP)
- Google Cloud Essentials qwiklabs
- Advanced ML: ML Infrastructure qwiklabs
- Intermediate ML: TensorFlow on Google Cloud qwiklabs
- Baseline: Infrastructure qwiklabs
- Kubernetes in Google Cloud qwiklabs
- Kubernetes Solutions qwiklabs
- Getting Started with Google Kubernetes Engine coursera |
Certificate - Architecting with Google Kubernetes Engine: Foundations coursera |
Certificate - Architecting with Google Kubernetes Engine: Workloads coursera |
Certificate - Architecting with Google Kubernetes Engine: Production coursera |
Certificate
Amazon Web Services (AWS)
Data Engineering
- Introduction to Data Engineering coursera
- Cookbook by andkret post
- DE4E: Data Engineering for Everybody post
Algorithms & Data Structures
Programming
- CS50 edwith |
Certificate - R Programming coursera |
Certificate - The Data Scientist’s Toolbox coursera |
Certificate - 누구나 쉽게 이해할 수 있는 Git 입문 book
- 고수가 되는 파이썬 : 동시성과 병렬성 문법 배우기 Feat. 멀티스레딩 vs 멀티프로세싱 inflearn
- 모두를 위한 파이썬 : 필수 문법 배우기 Feat. 오픈소스 패키지 배포 inflearn
- 운영체제와 시스템 프로그래밍 by 널널한 개발자 TV youtube
- 객체지향 프로그래밍과 디자인 패턴 by 널널한 개발자 TV youtube
- 네트워크 기초 이론 by 널널한 개발자 TV youtube