Homework 1: Introduction

Score: 5 = 5 (questions) + 0 (FAQ) + 0 (learning in public)

Homework URL: View submission

Homework 2: Experiment Tracking

Score: 6 = 4 (questions) + 0 (FAQ) + 2 (learning in public)

Homework URL: View submission

Learning in public links: Show

• https://mlflow.org/docs/latest/tracking/autolog
• https://medium.com/sfu-cspmp/mlflow-a-modern-mlops-tool-for-data-project-collaboration-704ca299d9c3

Homework 3: Training Pipelines

Score: 9 = 6 (questions) + 0 (FAQ) + 3 (learning in public)

Homework URL: View submission

Learning in public links: Show

• https://mlflow.org/docs/latest/api_reference/python_api/mlflow.sklearn.html?highlight=log_model#mlflow.sklearn.log_model
• https://github.com/DataTalksClub/mlops-zoomcamp/blob/main/cohorts/2023/03-orchestration/prefect/README.md
• https://mlflow.org/docs/latest/api_reference/python_api/mlflow.artifacts.html

Homework 4: Deployment

Score: 9 = 5 (questions) + 0 (FAQ) + 4 (learning in public)

Homework URL: View submission

Learning in public links: Show

• https://betterstack.com/community/questions/how-to-view-contents-of-docker-images/
• https://docs.docker.com/reference/cli/docker/image/pull/
• https://stackoverflow.com/questions/48256391/how-to-remove-a-virtualenv-created-by-pipenv-run
• https://pynative.com/python-get-file-size/#:~:text=Use%20os.path.getsize(),this%20function%20as%20an%20argument.

Homework 5: Monitoring

Score: 5 = 2 (questions) + 0 (FAQ) + 3 (learning in public)

Homework URL: View submission

Learning in public links: Show

• https://docs-old.evidentlyai.com/v0.1.57/install-evidently#mac-os-and-linux
• https://neptune.ai/blog/saving-trained-model-in-python#:~:text=Also%2C%20the%20dump()%20method,to%20load%20the%20saved%20model.
• https://docs.evidentlyai.com/metrics/customize_metric