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generative models vs generative model

Both 'generative models' and 'generative model' are correct, but they are used in different contexts. 'Generative models' refers to a collection or multiple instances of models, while 'generative model' refers to a single model. The choice between the two depends on whether you are referring to one model or multiple models.

Last updated: March 31, 2024 • 537 views

generative models

This phrase is correct and commonly used in the context of machine learning and artificial intelligence.

Use 'generative models' when referring to a collection or multiple instances of models that generate new data or samples.

Examples:

  • Generative models like GANs and VAEs are used in image generation.
  • Researchers are exploring different types of generative models for text generation.
  • The field of generative models is rapidly evolving.
  • You know... if you were to program a robot using a generative model like...
  • With a generative model, the system would use a... basic generative kernel of a tree.
  • You know... if you were to program a robot using a generative model like... like something in could benefit from modulatory input, and like living in the real world.
  • You know... if you were to program a robot using a generative model like... like something in nature...
  • With a generative model, the system would use a... basic generative kernel of a tree.
  • Here, this gets right at the distinction between a disease-centered and a patient- or human-centered model of care, and here is where caring becomes a creative, generative, even playful act. "Play" may sound like a funny word here.

Alternatives:

  • models that generate
  • models for data generation
  • models used for generating data

generative model

This phrase is correct and commonly used when referring to a single model that generates new data or samples.

Use 'generative model' when talking about a specific model designed to generate new data or samples.

Examples:

  • This generative model can create realistic images.
  • The researchers developed a new generative model for music composition.
  • Understanding the architecture of a generative model is crucial for its performance.
  • You know... if you were to program a robot using a generative model like...
  • With a generative model, the system would use a... basic generative kernel of a tree.
  • You know... if you were to program a robot using a generative model like... like something in could benefit from modulatory input, and like living in the real world.
  • You know... if you were to program a robot using a generative model like... like something in nature...
  • With a generative model, the system would use a... basic generative kernel of a tree.

Alternatives:

  • model that generates
  • model for data generation
  • model used for generating data

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