Lemi Debela
Total Score: 80
Homework submissions
Homework 1: Introduction
Score: 6 = 6 (questions) + 0 (FAQ) + 0 (learning in public)
Homework URL: View submission
Homework 2: Experiment Tracking
Score: 7 = 5 (questions) + 0 (FAQ) + 2 (learning in public)
Homework URL: View submission
Learning in public links: Show
Homework 3: Training Pipelines
Score: 12 = 4 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://docs.mage.ai/introduction/overview
- https://mageai.notion.site/The-definitive-end-to-end-machine-learning-ML-lifecycle-guide-and-tutorial-for-data-engineers-ea24db5e562044c29d7227a67e70fd56
- https://docs.mage.ai/development/testing/great-expectations
- https://www.mage.ai/blog/definitive-guide-to-accuracy-precision-recall-for-product-developers
- https://docs.mage.ai/visualizations/dashboards
- https://www.youtube.com/watch?v=Cqb7wyaNF08&list=PL3MmuxUbc_hIUISrluw_A7wDSmfOhErJK&ab_channel=DataTalksClub%E2%AC%9B
- https://www.youtube.com/watch?v=x3bV8yMKjtc&list=PL3MmuxUbc_hIUISrluw_A7wDSmfOhErJK&ab_channel=DataTalksClub%E2%AC%9B
Homework 4: Deployment
Score: 12 = 4 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://www.youtube.com/watch?v=JMGe4yIoBRA&list=PL3MmuxUbc_hIUISrluw_A7wDSmfOhErJK
- https://www.youtube.com/watch?v=D7wfMAdgdF8&list=PL3MmuxUbc_hIUISrluw_A7wDSmfOhErJK
- https://www.youtube.com/watch?v=aewOpHSCkqI&list=PL3MmuxUbc_hIUISrluw_A7wDSmfOhErJK
- https://www.youtube.com/watch?v=18Lbaaeigek&list=PL3MmuxUbc_hIUISrluw_A7wDSmfOhErJK
- https://github.com/Muhongfan/MLops/blob/main/04-deployment/README.md
- https://github.com/BPrasad123/MLOps_Zoomcamp/tree/main/Week4
- https://particle1331.github.io/inefficient-networks/notebooks/mlops/04-deployment/notes.html
Homework 5: Monitoring
Score: 10 = 5 (questions) + 1 (FAQ) + 4 (learning in public)
Homework URL: View submission
Learning in public links: Show
- https://docs.google.com/document/d/1kY2pT4uQf_wom_CMFHfyqZLUcLyGBDc0j85nx2Y0wiI/edit
- https://www.analyticsvidhya.com/blog/2024/03/complete-guide-to-effortless-ml-monitoring-with-evidently-ai/
- https://www.linkedin.com/posts/lemi-debela_-6902321736205824000-2YzG?utm_source=share&utm_medium=member_desktop
- https://medium.com/@lzhangbq/evidently-evaluation-and-monitoring-tool-for-machine-learning-601c1d23049e
Homework 6: Best Practices
Score: 7 = 6 (questions) + 1 (FAQ) + 0 (learning in public)
Homework URL: View submission
Project submissions
Project attempt 2
Project score: 17 Passed
Score: 26 = 17 (project) + 9 (peer review) + 0 (learning in public / project) + 0 (learning in public / peer review) + 0 (FAQ)
Project URL: View project