📄️ Introduction to AutoML
Before Getting Started
📄️ Creating a new AutoML Process
The first step of The AutoML process is to load an existing AutoML model process or create a new AutoML model. If there is an AutoML process that was exited before it was completed, you can reenter it here.
📄️ AutoML Navigation Bar
The AutoML Navigation Bar provides a consistent method of navigation. You can navigate through the model creation process via the advancement arrows that are only enabled once the current step of the process has been completed.
📄️ Selecting an AutoML Data Set
Once a name is assigned, AutoML requires the data source from which the model will be trained. You can select an existing data set or can create a new file and upload a new data set. To use a new data set, create a Folder and then Upload Data to that folder. For additional information on this process see the article on Managing Data.
📄️ AutoML Project Information Page
Following the selection of the AutoML data set, the AutoML process brings you to the AutoML Project Information page. This page provides you with information about what the AutoML process is doing as the system executes longer steps.
📄️ Providing AutoML Data Specifications
Upon selection of a data set, the AutoML process automatically executes ML Studio's Specification Analyzer. When the Specification Analysis is complete, you are brought to the Specification Creation page.
📄️ AutoML Model Optimization
AutoML models optionally automate the grid search step of the model creation process.
📄️ AutoML Model Selection
Once the AutoML grid experiment has been completed, the Model Selection page loads. By default, the Model Selection Table (where results for all hyperparameter experiments and all threshold experiments are listed) is sorted by the optimization metric chosen in the Model Optimization step. Then, a threshold is selected within the top model using the Mathews Correlation Coefficient (MCC). The page loads with the top-performing model selected. The top-performing model is determined on the basis of the default sorts
📄️ AutoML Model Creation
Advancing from Model Selection to Model Creation returns you to the Project Information page where the model creation status is presented.