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system design
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Michael95-m committed Aug 19, 2023
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15 changes: 8 additions & 7 deletions README.md
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Expand Up @@ -8,6 +8,13 @@ This is the implementation of capstone project for mlops-zoomcamp from [DataTalk

The main focus of the project is to apply the MLops principles like experiment tracking, training pipeline, model monitoring concepts to the machine learing projects rather than getting state-of-the-art accuracy.

## Process Diagram

You can see the complete system design below.

![](docs/system_design.png)<br>


## Training Pipeline

### 1. Install the library at the root level.
Expand Down Expand Up @@ -166,10 +173,4 @@ All these service except prefect can be started by using **docker compose** by `
| monitoring_service | 5020 | 127.0.0.1 | Monitoring Service (use the prediction service above and save the result) |
| monitoring_db | 5432 | 127.0.0.1 | Postgresql Database |
| monitoring_adminer | 8080 | 127.0.0.1 | Adminer Tools (to check inside database) |
| streamlit_service | 8501 | 127.0.0.1 | Streamlit web service to visualize the data and target drift |

## Process Diagram

You can see the complete system design below.

![](docs/system_design.jpeg)<br>
| streamlit_service | 8501 | 127.0.0.1 | Streamlit web service to visualize the data and target drift |
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