👩💻Evaluate & Tune
Get to evaluate the model training result and tune it for better performance.
After model training is complete, model inference results are displayed on both the dashboard and inference page. The UI form in which the inference result is output is slightly different for each model (API).
The process of checking the inference result of the model and correcting it (entering Ground Truth) will be explained below through three representative API models: NER, Review Analysis, and Tree Classification.
NER
You can check the inference result in the Dashboard menu and the Inference menu. In both menus, you can find the inference result in the Phrase column.
Dashboard
Unlike the Text Classification or Sentiment Analysis, you can revise the inference result in the Phrase column under the Dashboard menu. Drag to select the keyword to create a new named entity, or mouse over and click the X icon on an existing entity to delete it.
In the Dashboard menu, the Phrase column will show the revised result if you make any revision. It means that each phrase in the table can be either an original inference result or a revised one. If you want to check out the original result after a revision, click the status in the Status column.
Inference
In Inference menu, the result shown is always the original inference result regardless of your revision. If you click the exclamation mark under the Diff column, you can see the detailed information including the inference result, manually corrected answer, etc. The exclamation mark appears as blue if the inference result is the same with the correct answer and red if not.
Review Analysis
You can check the inference result both in Dashboard menu and the Inference menu. Check out the Review column under the Dashboard menu and the Inference column under the Inference menu. Please note that there is no separate Status column in the Review Conversion dashboard.
Dashboard
In the Dashboard menu, you can check the inference result and revise it. Click the + button to add a new review or to change the score of the existing reviews. To add different ratings than -2 to 2, click the + button and input the number under the 'Sentiment' field, then train a new model with the phrase's training toggle on. You can also remove an existing review by clicking on the X icon on the review.
In the Phrase column, you can check keywords by category, which are basis for the inference result. You can check the keywords by category in detail by clicking the eye-shaped icon.
Inference
In the Inference menu page, you can see both the revised result and the original inference result in the table. The revised results are under the Tagged column with red text for any revision made, and the original inference result under the Inference column.
Tree Classification
You can check the inference result both in Dashboard menu and the Inference menu. Check out the Category column under the Dashboard menu and the Inference column under the Inference menu.
Please note that there is no separate Status column in the Tree Classification dashboard.
Dashboard
In the Dashboard menu, you can check the inference result and revise it. Click on an existing category to edit and change the inferenced result. To add another category, click the + button and input the category and value desired, then train a new model with the phrase's training toggle on. You can also remove an existing category by clicking on the X icon next to it.
Edit an existing category by clicking on it and assign a value or revise the inferenced value. Click "Submit" when finished
Inference
In the Inference tab, you can see both the revised result and the original inference result in the table. The revised results are under the Tagged column with red text for any revision made, and the original inference result under the Inference column.
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