Work with AI Studio

AI Studio allows you to create powerful deep learning AI models without adding code, using a simple point-and-click interface. Whether you’re a deep learning novice or busy data scientist, this straightforward tool massively accelerates AI adoption in your organization

Overview

The AI Studio is the design center where you can train your historical data points on an algorithm that you create with Hero_Flow's building blocks. 

You begin with your known input data. You can create your own unique algorithm using Hero_Flow's preprocessors, layers, and postprocessors. The end point is your known output data.

After you have created your model, you can train it to generate predictions on new data based on previous data the model has already processed.

Open AI Studio

AI Studio can be opened by:

  • Creating a new AI model
  • Editing an existing AI model

Preprocessors

Preprocessors are functions applied to the input data before being fed to the deep learning model.

Add a preprocessor

  1. To add a preprocessor in your algorithm, click the add (+) button between your input data and the first layer.
  2. A pop-up menu presents you with the Text Embedder preprocessor.
    Select Text Embedder and click OK..
  3. The new preprocessor is added to your AI Studio algorithm.

Preprocessor list

PreprocessorDescription
Other
Text EmbedderParts of pre-trained deep learning models that are used to transform text into rich vector representations.

Delete a preprocessor

A preprocessor in AI Studio can be deleted from the model process.

To delete a preprocessor:

  1. Right-click on the preprocessor box and select DELETE.

Layers

Layers are the mathematical processes used to build a deep learning model.

Add layers

  1. To add a layer in your algorithm, click an add (+) button between the dense layers.
  2. A pop-up menu presents you with the Dense layer.
    Select Dense and click OK..
  3. Adjust the configuration settings as needed and click OK.
  4. The new layer is added to your AI Studio algorithm.

Layer list

LayerDescription
Trainable
DenseLayer that feeds all outputs from the previous layer.

Edit or delete a layer

A layer in AI Studio can be edited or deleted from the model process.

To edit a preprocessor:

  1. Right-click on the preprocessor box and select EDIT.

  2. View or update the configuration of the layer.
  3. Click OK to save updates.

To delete a layer:

  1. Right-click on the layer box and select DELETE.

Postprocessors

Postprocessors are functions applied to the output field rather than the input.

Add a postprocessor

  1. To add a postprocessor in your algorithm, click the add (+) button between your last layer and the output data.
  2. A pop-up menu presents you with the Categorical Encoding postprocessor.
    Select Categorical Encoding and click OK.
  3. The new preprocessor is added to your AI Studio algorithm.

Postprocessor list

PostprocessorDescription
Categorical
Categorical EncodingRepresent string values as numeric values.

Edit or delete a postprocessor

A postprocessor in AI Studio can be edited or deleted from the model process.

To edit a postprocessor:

  1. Right-click on the postprocessor box and select EDIT.

  2. View or update the configuration of the postprocessor.
  3. Click OK to save updates.

To delete a postprocessor:

  1. Right-click on the postprocessor box and select DELETE.

AI Studio Toolbar

OptionDescription
SaveSaves the AI model in Hero Flow.
TrainBegins training the AI model. See Train an AI Model. 
ConfigureOpens the window to the AI model training configuration settings.
Preferred VersionSets the default version of the AI model.
UndoUndoes the last command.
RedoRedoes the last command which was undone.
Reset ViewResets the view of the the AI model to the default view.
Training DashboardOpens a new window with information and comparisons for up to three model versions. 

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