MLFlow & Prometheus Integration for ML Pipeline
Budget: £20 – £250 GBP
I need an expert to finalize the monitoring of my ML pipeline project. The pipeline is operational with Airflow and Docker, but I require assistance in completing model tracking on MLFlow and environment oversight with Prometheus.
Ideal Skills:
- Proficient in MLFlow and Prometheus.
- Experienced with Airflow and Docker.
- Strong understanding of performance metrics in machine learning.
- Capable of setting up efficient monitoring systems.
I have an ML pipeline project up and running, with Airflow and Docker. Please complete monitoring of models on MLFlow and monitoring of Airflow environment on Prometheus. Also, I would like the DAG I have configured to be replicated - one that uses existing pipeline training the model, and another that uses the trained model .pkl file. This should not take longer than 2 hours. Thanks.
Ideal Skills:
- Proficient in MLFlow and Prometheus.
- Experienced with Airflow and Docker.
- Strong understanding of performance metrics in machine learning.
- Capable of setting up efficient monitoring systems.
I have an ML pipeline project up and running, with Airflow and Docker. Please complete monitoring of models on MLFlow and monitoring of Airflow environment on Prometheus. Also, I would like the DAG I have configured to be replicated - one that uses existing pipeline training the model, and another that uses the trained model .pkl file. This should not take longer than 2 hours. Thanks.