About
오서영 | Seoyoung Oh
안녕하세요, 오서영입니다.
데이터 사이언티스트, 머신러닝 엔지니어 2년차로 꾸준히 공부하고 있습니다.
Information
👶 1998-09-08 | 🏠 South Korea, Busan
📧 osyoung540@gmail.com | eileen1426@naver.com
💻 Github | 👩💻 Linkedin | 🎨 Instagram |
Interests
- Machine Learning and Deep Learning
| Medical AI, Time-series Forecasting, Computer Vision, LLM, Audio (Speech), Anomaly Detection, XAI - MLOps, Kafka, FastAPI, Docker, GCP, AWS
- Dynamical Modeling, PDEs, Graph Theory
Working
- Terenz Co., Ltd. (주식회사 테렌즈) | 2023.02 - 현재
➔ AI Team Senior Researcher | AI팀 선임연구원
➔ Data Scientist, Machine Learning Engineer 직무
Education
석사 :: 경상국립대학교 대학원 수학과 - 해석학 및 응용수학 전공 | 2021.03 - 2023.02
➔ Time-series Forecasting with Deep Learning, Graph Theory, Dynamical Modeling학사 :: 경상대학교 수학과 | 2019.11 - 2021.02
➔ Pattern Formation in PDEs, Neural Networks, 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
- Introduction to Responsible AI qwiklabs |
Certificate - Pattern Recognition & Machine Learning book
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 - Generative AI with Large Language Models coursera |
Certificate - Deep Learning: GANs and Variational Autoencoders udemy |
Certificate - 딥러닝 차세대 혁신기술 - 물리 정보 신경망 입문과 Pytorch 실습 inflearn |
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
- Machine Learning Operations post
- Working with Advanced Docker Operations udemy |
Certificate - MLflow in Action - Master the art of MLOps using MLflow tool udemy |
Certificate - Docker MasterClass : Docker - Compose - SWARM - DevOps 2024 udemy |
Certificate - 실전도커: 도커로 나만의 딥러닝 클라우드 컴퓨터 만들기 inflearn |
Certificate - Python Essentials for MLOps coursera
- DevOps, DataOps, MLOps coursera
- MLOps Platforms: Amazon SageMaker and Azure ML coursera
- MLOps Tools: MLflow and Hugging Face coursera
- Machine Learning in Production coursera
- Machine Learning Engineering Open Book 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)
- 아마존 웹 서비스 AWS Discovery Book book
- AWS 배포 완벽가이드 (feat. Lightsail, Docker, ECS) inflearn |
Certificate - 처음 시작하는 Infrastructure as Code: AWS & 테라폼 inflearn |
Certificate
Data Engineering
- DE4E: Data Engineering for Everybody post
- Introduction to Data Engineering coursera
- Cookbook by andkret 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
- 모두를 위한 파이썬 : 필수 문법 배우기 Feat. 오픈소스 패키지 배포 inflearn |
Certificate - 고수가 되는 파이썬 : 동시성과 병렬성 문법 배우기 Feat. 멀티스레딩 vs 멀티프로세싱 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