Model Designs

Scalifi Ai's Model Building Service (MBS) will help to streamline the process of constructing machine learning models, saving time and resources. With MBS, you will get the right tools that are always at your fingertips to effortlessly construct advanced AI model designs.

Allowed operations that users can perform on the platform are:
  1. Create Design
  2. Build Design
  3. What is Advance Node Configuration?
  4. Delete Design

Create Design

  1. Proceed to Model Designs page by selecting Model Building from parent dashboard or from quick shift dropdown from header
  2. parent-dashboard-model-building.svg
  3. Click on the Create New Design button.
  4. mbs-create-new-design.svg
  5. Enter the required data like Model Name, Description. Choose the desired framework and click on Create Design.
  6. mbs-create-design-framework.svg
  7. You will be redirected to a canvas page where you will see the chosen framework nodes on the left side.
  8. Now, simply drag-and-drop the nodes onto the canvas, enter the node configuration and connect the nodes as per the model design requirements.
  9. Use Save Design option, to save the model design once you are done with the configuration.
    To build and save the design at once, use the Build & Save option.
  10. mbs-model-design-save-and-build.svg
  11. Along with the Save, the following options are available:
  12. mbs-model-design-quick-build.svg

Build Design

  • Once the model design flow is ready, you can build it to validate it and identify the errors using Build Model.
  • There are multiple ways in which you can build the model design.
    1. Quick build: This helps to refine AI models with unprecedented speed, efficiency and quickly validate model designs and identify any errors without the need for extensive hardware resources and in a lesser amount of time. If the model design is built successfully it also returns model statistics which can be viewed by pressing the Quick Build Results button.
    2. Build: Using the normal build option, you can validate the model in depth using framework specific build code which requires higher hardware resources and more time consumption. This option also has a hard limit on size of model design, for larger models please shift to submitting a model build job.
    mbs-quick-build-result.svg
  • Click on the Bug icon to get the appropriate error analysis in a dedicated view.
  • mbs-build-design-error.svg

Advance Node Configuration

Click on the Advance config of the node and fine tune each layer/node of the model using advanced configuration to a granular level based on different parameters. These parameters vary depending on the layer type.

mbs-model-design-advance-config.svg

Delete Design

  • There are two ways to delete an existing design.
  • Proceed to the Model Designs page, select the design you want to delete → go to Actions → Delete
  • mbs-delete-model-design.svg
  • Proceed to the Model Designs page, open the design you want to delete → go to Actions → Delete
  • mbs-delete-model-design-from-per-canvas.svg

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