Generative AI
Generative AI refers to a category of artificial intelligence that involves the creation of new content, typically in the form of images, text, or other media
GANs
Generative Adversarial Networks
Introduced by Ian Goodfellow in 2014, GANs consist of a generator and a discriminator. The generator creates synthetic data, and the discriminator evaluates whether the data is real or generated.
VAEs
Variational Autoencoders
VAEs are probabilistic generative models that learn a latent representation of data. They focus on reconstructing input data while introducing a stochastic element, allowing for the diverse outputs.
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Generative AI
Generative AI refers to a category of artificial intelligence that involves systems capable of generating new content, such as images, text, or even other forms of media.
Unlike traditional AI models that are trained to recognize patterns in existing data, generative AI models have the ability to create entirely new content that resembles the patterns learned during training.
Image Generation
Generative AI has been successful in creating realistic images, faces, and scenes.
Text Generation
Natural language generation models can produce coherent and contextually relevant text.
Artistic Creations
Generative models are used in creating digital art, music, and other creative works.