The Amazon Machine Learning service is available at https://console.aws.amazon.com/machinelearning/. The Amazon ML workflow closely follows a standard Data Science workflow with steps:
- Extract the data and clean it up. Make it available to the algorithm.
- Split the data into a training and validation set, typically a 70/30 split with equal distribution of the predictors in each part.
- Select the best model by training several models on the training dataset and comparing their performances on the validation dataset.
- Use the best model for predictions on new data.
As shown in the following Amazon ML menu, the service is built around four objects:
- Datasource
- ML model
- Evaluation
- Prediction ...
