Exam Professional Machine Learning Engineer topic 1 question 9 discussion

ANS:C CI/CD for Kubeflow pipelines. At the heart of this architecture is Cloud Build, infrastructure. Cloud Build can import source from Cloud Source Repositories, GitHub, or Bitbucket, and then execute a build to your specifications, and produce artifacts such as Docker containers or Python tar files.

Should be C https://cloud.google.com/architecture/architecture-for-mlops-using-tfx-kubeflow-pipelines-and-cloud-build#cicd_architecture

Req :frequently rerun training + minimise computation costs + 0 manual intervention + version control for your code A. Use Cloud Functions to identify changes to your code in Cloud Storage and trigger a retraining job. : No version control B. Use the gcloud command-line tool to submit training jobs on AI Platform when you update your code. : Needs manual intervention to gcloud cli code submission C. Use Cloud Build linked with Cloud Source Repositories to trigger retraining when new code is pushed to the repository. Yes, connects to github like Vcontrols, automated=0 manual intervention + can initiate upon code changes + cost(not sure compared to other options) D. Create an automated workflow in Cloud Composer that runs daily and looks for changes in code in Cloud Storage using a sensor. : Sensor?? too much . also none of req meets.

C) It is the only answer with version control.

I mean C is indeed the most logical, but i do not see anything relevant to cost concern. Anyone has any explanation?

Went with C

C follows a best practice, B is a manual step

C is the correct answer, it's the Google recommended approach; Checking for changes in code without using Cloud Source Repository is a bad choice, so no A and B; Cloud Composer is an overkill, so no D.

Answer is C

Correct answer is "C"

C is the best answer because "having version control for your code"

Community vote

C cloudbuild

B is definitely wrong because it will require manual intervention.Question specifically states the objective of minimal manual intervention. C is the way to go.

My answer is C. Ci/CD/CT is executed in Cloud Build.

C is correct

C Cloud Build + Source Repository triggers for CI/CD