풀스택 딥러닝 [https://course.fullstackdeeplearning.com/](https://course.fullstackdee
Deep Learning/resources 2020. 9. 15. 07:27풀스택 딥러닝
[https://course.fullstackdeeplearning.com/](https://course.fullstackdeeplearning.com/?fbclid=IwAR0tUATP_PY5_xNXnQv4s0D3xaozZvuHxqrjCY2r37Em6bj4i8ATqf7C8uQ)
예전에 어떤분이 텐플코에 공유해주셔서 꼭 한번 봐야겠다 생각해서 3주정도 천천히 보면서 내용을 정리해서 포스팅해봤습니다! 유명한 게스트 강사들의 강연도 합치면 10시간치 영상은 더 있는 것 같지만 그건 내용 정리에 대한 부담없이 편하게 보려고 합니다.
머신러닝을 배우다보면 모델 학습과 아키텍처에 치중되게 되는데, 상대적으로 부족한 프로덕션에서 필요한 머신러닝 팀과 프로젝트 관리, 데이터 파이프라인 관리, 모델 배포 등에 대해서 잘 정리된 강의입니다.
제가 잘 몰라서 들으면서 잘 몰라가지고 ?? 쳐놓으며 써놓은 부분도 있는데 ㅠ 그런 부분들 댓글로 알려주시면 감사하겠습니다.
1. Setting up Machine Learning Projects [https://medium.com/@heegyukim/full-stack-deep-learning-setting-up-machine-learning-projects-32681ccac007](https://medium.com/@heegyukim/full-stack-deep-learning-setting-up-machine-learning-projects-32681ccac007?fbclid=IwAR0tUATP_PY5_xNXnQv4s0D3xaozZvuHxqrjCY2r37Em6bj4i8ATqf7C8uQ)
2. Infrastructure and Tooling
[https://medium.com/@heegyukim/full-stack-deep-learning-infrastructure-and-tooling-e0cd33af7a9e](https://medium.com/@heegyukim/full-stack-deep-learning-infrastructure-and-tooling-e0cd33af7a9e?fbclid=IwAR0tUATP_PY5_xNXnQv4s0D3xaozZvuHxqrjCY2r37Em6bj4i8ATqf7C8uQ)
3. Data Management
[https://medium.com/@heegyukim/full-stack-deep-learning-data-management-7ee8ca43aac7](https://medium.com/@heegyukim/full-stack-deep-learning-data-management-7ee8ca43aac7?fbclid=IwAR0tUATP_PY5_xNXnQv4s0D3xaozZvuHxqrjCY2r37Em6bj4i8ATqf7C8uQ)
4. Machine Learning Teams
[https://medium.com/@heegyukim/full-stack-deep-learning-machine-learning-teams-8aaa2e22b5ca](https://medium.com/@heegyukim/full-stack-deep-learning-machine-learning-teams-8aaa2e22b5ca?fbclid=IwAR0tUATP_PY5_xNXnQv4s0D3xaozZvuHxqrjCY2r37Em6bj4i8ATqf7C8uQ)
5. Training and Debugging
[https://medium.com/@heegyukim/full-stack-deep-learning-training-and-debugging-1c0f1d587e66](https://medium.com/@heegyukim/full-stack-deep-learning-training-and-debugging-1c0f1d587e66?fbclid=IwAR0tUATP_PY5_xNXnQv4s0D3xaozZvuHxqrjCY2r37Em6bj4i8ATqf7C8uQ)
6. Testing and Deployment
[https://medium.com/@heegyukim/full-stack-deep-learning-testing-and-deployment-d98568424a8a](https://medium.com/@heegyukim/full-stack-deep-learning-testing-and-deployment-d98568424a8a?fbclid=IwAR0tUATP_PY5_xNXnQv4s0D3xaozZvuHxqrjCY2r37Em6bj4i8ATqf7C8uQ)
