Quick startFor Model creators

Quick start for Model creators

As Model creators, you carry the torch of democratizing data within and outside of your organization!

Here is how you can quickly train a new generator on original tabular data. You can then transfer the generator to an organization and make it public. Peers, colleagues, and third parties can then use it to create privacy-safe synthetic data.

Step 1: Train a generator

  1. In MOSTLY AI, select the Generators page.
  2. Click + New generator. MOSTLY AI - Train a generator - 01 - Click New generator
  3. Select Upload file, browse for a dataset, and click Proceed.
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    Note
    If you don’t have one, download the UCI Adult income dataset.

    MOSTLY AI - Train a generator - 02 - Click Upload files
  4. At the Data configuration step, click Configure models. MOSTLY AI - Train a generator - 04 - Click Configure models
  5. At the Model configuration step, click Start training. MOSTLY AI - Train a generator - 04 - Click Start training

What’s next

After the generator training completes, you can generate synthetic data. You can also transfer it to an organization. Data consumers from your organization can then too generate synthetic data.

Step 2: Share the generator with your organization

  1. In MOSTLY AI, open the generator from the Generators page.
  2. Click the kebab menu and select Transfer ownership. MOSTLY AI - Make the generator publc - 01 - Select Transfer ownership
  3. Select your organization and click Save. MOSTLY AI - Make the generator publc - 02 - Select organization

Result

The generator is now available to all members of your organization and they can use it to generate synthetic data.

What’s next

You can make the generator public so that it is available to all logged-in users in the Platform.

Step 3: Make the generator public

Generators capture only the statistical characteristics of the original data and they never memorize data points. This makes it perfectly safe to make a generator public.

  1. Open the generator from the Generators page.
  2. Click the kebab menu and select Manage visibility. MOSTLY AI - Make the generator publc - 02 - Select organization
  3. Select Public and click Save. MOSTLY AI - Make the generator publc - 02 - Select organization

Result

Public generators of organizations are listed on the organization’s profile page.

MOSTLY AI - Make the generator publc - 03 - Public generator on organization profile

They are also available on the Generators page for all logged-in users.

MOSTLY AI - Make the generator publc - 04 - Public generator on user's Generators list

What’s next

To generate synthetic data, see Quickstart for Data consumers.