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Insight

ML Engineer Roadmap

참고

https://roadmap.sh/

 

Developer Roadmaps - roadmap.sh

Community driven roadmaps, articles and guides for developers to grow in their career.

roadmap.sh

https://github.com/chris-chris/ml-engineer-roadmap

 

GitHub - chris-chris/ml-engineer-roadmap: WIP: Roadmap to becoming a machine learning engineer in 2020

WIP: Roadmap to becoming a machine learning engineer in 2020 - GitHub - chris-chris/ml-engineer-roadmap: WIP: Roadmap to becoming a machine learning engineer in 2020

github.com

https://www.kaggle.com/getting-started/174107

 

ML Engineer Roadmap | Data Science and Machine Learning

ML Engineer Roadmap.

www.kaggle.com

공부한 것 (2023.02.03)

- Python

- Linear Algebra

- Probability and Statistics

- Optimization Theory

- PyTorch

- Deep Learning

- Supervised Learning

- Data Structure

- Database

- Experiment Management - Weights  and Biases

- Explainable AI - SHAP, Interpret

더 공부해보고 싶은 것

- MLflow

- BentoML

- Linux - Ubuntu

- GCP Vertex AI or AWS Sage Maker

- Docker

- Jenkins

- Kubernetes