https://github.com/bsenst/mlops
This repo contains contributions to the DataTalksClub MLOps Zoomcamp 2023.
https://github.com/bsenst/mlops
data-talks-club dtc health-data mlops zoomcamp
Last synced: 10 months ago
JSON representation
This repo contains contributions to the DataTalksClub MLOps Zoomcamp 2023.
- Host: GitHub
- URL: https://github.com/bsenst/mlops
- Owner: bsenst
- License: apache-2.0
- Created: 2023-05-15T20:46:09.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2023-07-30T20:13:09.000Z (almost 3 years ago)
- Last Synced: 2025-03-28T18:19:46.853Z (over 1 year ago)
- Topics: data-talks-club, dtc, health-data, mlops, zoomcamp
- Language: Jupyter Notebook
- Homepage:
- Size: 16.5 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# MLOps
This repo contains contributions to the [DataTalksClub MLOps Zoomcamp 2023](https://github.com/DataTalksClub/mlops-zoomcamp).
Thanks to the [instructors of the course](https://github.com/DataTalksClub/mlops-zoomcamp/tree/997bbf7172d0e36b1f86ef11c4c9b359e452dbb4#instructors) and the [DataTalksClub community](https://datatalks.club/) for providing this learning experience.
The course included the following topics:
* Module 1: Introduction
* Module 2: Experiment tracking and model management
* Module 3: Orchestration and ML Pipelines
* Module 4: Model Deployment
* Module 5: Model Monitoring
* Module 6: Best Practices
The coursework included homework and problem assignements (Taxi Dataset).
Everything learned has been taken into practice in the final project:
* [Final Project - Training, Deploying & Monitoring a Cardiac Risk Prediction Model](https://github.com/bsenst/mlops/tree/dd0d2210615d3fc958e386aaf793fc26dd3191cf/experiments/health-pipeline)