GCP Certification 준비

개요

“Professional Machine Learning Engineer” Certification

GCP Certification 취득 준비를 위한 list-up

• 준비 예상시간 : 약 6~7 개월

• 택한 이유

  • AWS 등과 비교하여, 관심있는 k8s 및 kubeflow에 대해서 공부할 수 있어 보임.
  • 공부량이 훨씬 많음.
  • NVIDIA DLI / Azure 등의 certi도 많다.

• https://cloud.google.com/certification/guides/machine-learning-engineer

공부할 강의 list up

• https://www.facebook.com/groups/1129292383932010/permalink/1629784313882812

• 이 certi를 취득하신 하윤태님의 공부 내역을 크게 참고하였습니다.

• 아래의 강의 내역 중

1. Coursera Deeplearning.ai Tensorflow: Advanced Techniques Specialization

• https://www.coursera.org/specializations/tensorflow-advanced-techniques#courses

1. Coursera Deeplearning.ai Natural Language Processing Specialization
2. Coursera Deeplearning.ai AI for Medicine Specialization
3. Coursera Deeplearning.ai Tensorflow Developer Specialization
4. Coursera Deeplearning.ai Deeplearning Specialization

• Done

1. Coursera Deeplearning.ai Generative Adversarial Networks Specialization
2. 박해선: Handson Machine Learning 2판

• Already Have

1. 권철민: Python Machine Learning 완벽 가이드
2. Valliappa Lakshmanan: Machine Learning Design Pattern

• 책 : 원서

1. Micheal Lanham: Practical AI on the Google Cloud Platform

• 책 : 원서

1. Hannes Hapke & Catherine Nelson: Building Machine Learning Pipelines

• 책 : 원서

1. Google Machine Learning 단기 집중 과정

• https://developers.google.com/machine-learning/crash-course?hl=ko
• 전체 내용 재차 정리요

1. Google Rule of Learning Learning

• https://developers.google.com/machine-learning/guides/rules-of-ml (Eng.)

MLOPs(kubernetes, kubeflow) 수강 목록

1. Coursera Architecting with Google Kubernetes Engine Specialization
2. Pluralsight Building end to end ML Kubeflow

• https://www.pluralsight.com/courses/building-end-to-end-machine-learning-workflows-kubeflow

1. Coursera ML Pipeline on Google Cloud

• https://www.coursera.org/learn/ml-pipelines-google-cloud

1. Coursera MLOps (Machine Learning Operations) Fundamentals

• https://www.coursera.org/learn/mlops-fundamentals?aid=true

TFX , AI platform, AutoML, Dataflow등 Google Products 수강 목록

1. Coursera Data engineering with Google Cloud Specialization
2. Coursera Cloud Architecture with Google Cloud Specialization
3. Coursera Machine Learning with Tensorflow on Google Cloud Platform Specialization

• https://www.coursera.org/specializations/machine-learning-tensorflow-gcp

1. Coursera Advanced Machine Learning with Tensorflow on Google Cloud Platform Specialization

• https://www.coursera.org/specializations/advanced-machine-learning-tensorflow-gcp/?utm_medium=institutions&utm_source=googlecloud&utm_campaign=GoogleCloudBlog-AdvancedML

2. 공부 순서

• MLOps쪽을 가장 먼저 끝낼 예정.
• Advanced tensorflow 과정은 custom model 작성 등이 잘 되어있어 큰 도움이 될 것으로 보인다.
• Google Products쪽도 한번 보자.