Model Builder

Create experiment

  1. Login to kandula.ai.
  2. Click on Model builder icon and navigate to the model builder home page.
  3. Click on create experiment button.
  4. A new experiment will be created.

Rename model experiment

  1. Login to kandula.ai.
  2. Click on Model builder icon and navigate to the model builder home page.
  3. Click on create experiment button.
  4. Experiment "Untitled", edit the text and give a suitable text for the model experiment.
  5. Click on the tick icon.
  6. The model experiment is set.

Create multiple run versions

  1. Login to kandula.ai.
  2. Click on Model builder icon and navigate to the model builder home page.
  3. Click on create experiment button.
  4. Click on the "+" icon to create a run version.

Training of model

  1. Login to kandula.ai.
  2. Click on Model builder icon and navigate to the model builder home page.
  3. Create new experiment or select a exisitng experiment.
  4. Select a run version for training the model.
Attach dataset
  1. Click on attach dataset button.
  2. Dataset version modal will be opened, select the required dataset.
  3. Select a dataset version required for training.
  4. Click on done. The selected options will be displayed in the dataset card.
Selection of model
  1. Click on select model button.
  2. Model pop up will be opened, select the required model for the dataset type chosen in the previous step.
  3. Enter the epoch value.
  4. Enter the learning rate.
  5. Enter the batch size.
  6. Enter the input size height and input size width.
  7. Click on save. The entered values will be displayed in the select model card.

!!! information "Note"

  The default values present in the model builder are optimized to give
Train Test Split
  1. Click on train test button
  2. Train test split model will be opened, enter the required values.
  3. Enter train, test and validation values.
  4. Click on save. The entered values will be displayed in the train test split card.
Train model
  1. Click on train model button.
  2. The model will be started and you can see the progress of the model in the job section.

!!! information "Note"

  The model training will take hours or days based on epoch, learning rate and CPU assigned for training.

View results

  1. Login to kandula.ai.
  2. Click on Model builder icon and navigate to the model builder home page.
  3. Select a experiment.
  4. Select a completed version.
  5. In the train model card, click on view results button.
  6. Model results pop up will be opened.

Inferring the model

  1. Login to kandula.ai.
  2. Click on Model builder icon and navigate to the model builder home page.
  3. Select a exisitng experiment.
  4. Select a completed run version.
  5. Select the infer tab.
Prepare infer
  1. Enter probability threshold between 0.1 to 1.
  2. Click on deploy infer button.
  3. The inferred model will be completed in sometime.
  4. After few mins you will be able to see "Model is ready to be inferred".
Upload image
  1. After the model infer is being completed, upload image card will be opened.
  2. Select "Upload image from local" or "Select image from computer".
  3. Upload image from local will open you system file manager. select the required file.
  4. Upload image from onestore will open the onestore modal. select the required file.
Infer
  1. Once the image is being selected. infer card will be enabled.
  2. Click on run infer button.
Output
  1. After the image is being inferred.
  2. You will be able to see a pop of the annotation over the image.

!!! information "Note"

  Infer can be done only for the completed models.

Delete of run version

  1. Login to kandula.ai.
  2. Click on Model builder icon and navigate to the model builder home page.
  3. Select a existing experiment.
  4. Select the run version card.
  5. Click on the delete button on the right top of the run card.

Save model

  1. Click on Model builder icon and navigate to the model builder home page.
  2. Select a existing experiment.
  3. Select the run version card.
  4. In train model card, click on save model.

!!! information "Note"

The save model button will only be displayed for completed models and the model will be deleted in 30days if not saved.