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Update README.md
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benitomartin authored Aug 11, 2023
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Expand Up @@ -53,6 +53,9 @@ The dataset was obtained from Kaggle and contains various columns with car detai
Afterwards, the models underwent testing, model registry and deployment using **MLflow**, **Prefect** and **Flask**. Monitoring of the models was established through **Grafana** and **Adminer** Database. Subsequently, a project infrastructure was set up in **Terraform**, utilizing **AWS** modules such as Kinesis Streams (Producer & Consumer), Lambda (Serving API), S3 Bucket (Model artifacts), and ECR (Image Registry).

![Deployment Prefect UI](https://github.com/benitomartin/mlops-car-prices/assets/116911431/90e7f32c-25ce-4be7-bf38-ba266ca68fb2)
<p>
<img src="/model/results_printouts/Deployment Prefect UI.png"/>
</p>
![manual_deploy_cloudwatch2](https://github.com/benitomartin/mlops-car-prices/assets/116911431/78ce8263-dd8a-4b09-b092-620b3988de99)

Finally, to streamline the development process, a fully automated **CI/CD** pipeline was created using GitHub Actions.
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