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Exposing Trained Model via the API
dbraga edited this page Dec 16, 2014
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Once the model is trained, it can be exposed to external consumers via the API.
At any point in time, there is exactly one valid version of the model.
This version can be obtained using the following action:
http://thoth-predictor:port?action=getCurrentModelVersion
The model can be downloaded by specifying the version number obtained
http://thoth-predictor:port/models/{model_version}
Another important parameter exposed via the API is the prediction threshold for the model. It can be accessed using the current model version number
http://thoth-predictor:port/threshold/{model_version}
The threshold is needed while predicting the query time using the model
Step 1 : Sampling and Creation of the Dataset
Step 2 : Model Training
Step 3 : Exposing Trained Model via the API
Step 4 : Monitoring the Health of the Model
Step 5 : Predicting with the Model