Create and compare model training experiments.
Parameter | Description |
---|---|
Ontology | A collection of feature schemas and their relationships for model training. |
Ground truth | Annotations created by and/or verified by a human. |
Predictions | Output from a machine learning model on a set of data. |
Data splits | Specified allocation of data rows into training, validation, and testing sets. |
Type any text into the search bar to narrow down your data rows.
Use these sliders to adjust the threshold range. Click the gear icon to edit the threshold values.
Setting | Description |
---|---|
Confidence threshold | Use this slider to display only the predictions within the specified confidence threshold. You can edit the threshold values by clicking the gear icon. |
IOU threshold | Use this slide to display only the annotations within the specified IOU range. You can edit the threshold values by clicking the gear icon. |
Click this icon to display the data rows in the gallery view
Use the Compare against dropdown to find and select another model run to compare.
Click this icon to show the display settings
Display setting | Description |
---|---|
Thumbnail size | Adjust the size of the thumbnails. |
Assets > Grayscale coloring | Display assets in grayscale to make annotations and predictions more visible. |
Assets > Pin data row details | Display data row details at the top of the thumbnails. |
Assets > View text asset legends | For text data rows, toggle this on to view the annotation information for that data row. |
Metrics > Confidence threshold | Display only the predictions within the specified confidence threshold. |
Metrics > IOU threshold | Display only the annotations within the specified IOU range. |
Ground truth | Hide/show ground truth annotations (bounding boxes, entities, polygons, segmentation masks, classifications, etc) on the thumbnails |
Predictions | Hide/show predictions (bounding boxes, entities, polygons, segmentation masks, classifications, etc) on the thumbnails |
Object colors (non-segmentation tool types only) | Select Color by feature to display annotations and predictions associated with the same feature schema as the same color. This option will display annotations with solid lines and predictions with dashed lines. Select Color by source to display all annotations with solid green lines and all predictions with dashed red lines. |
Conversational text formatting | For conversational data rows, use these options to view the asset thumbnail in its raw format or in markdown format. |
Click this icon to display the data rows in a list view
Click this icon to display the data rows in the metrics view
Click this image to display the cluster view
Algorithm | Speed | Clustering |
---|---|---|
Principal Component Analysis (PCA) | Fast | No |
Uniform Manifold Approximation and Projection (UMAP) | Slow | Yes |