Identifying templates based on fonts

A system comprising:

• a memory component;
• and
• a processing device coupled to the memory component, the processing device to perform operations comprising:
• receiving input data describing a selection of a font included in a collection of fonts;
• generating an embedding that represents the font in a latent space using a machine learning model trained on training data that describes triplets that include at least one of a training font, a positive digital template, or a negative digital template to generate embeddings for digital templates in the latent space based on intent phrases associated with the digital templates and embeddings for fonts in the latent space based on intent phrases associated with the fonts;
• identifying a digital template included in a collection of digital templates based on the embedding that represents the font and an embedding that represents the digital template in the latent space;
• and
• generating an indication of the digital template for display in a user interface.

A non-transitory computer-readable storage medium storing executable instructions, which when executed by a processing device, cause the processing device to perform operations comprising:

• receiving interaction data describing an interaction relative to an indication of a digital template included in a collection of digital templates, the digital template identified based on input data describing a selection of a font included in a collection of fonts using a machine learning model trained on training data to generate embeddings for digital templates and fonts in a latent space;
• training a neural collaborative filtering model on additional training data based on the interaction data;
• identifying an item using the neural collaborative filtering model based on an identifier associated with the selection of the font by combining a representation of the font and a representation of an additional digital template;
• and
• generating an indication of the additional digital template included in the collection of digital templates for display in a user interface based on the item.