دانلود کتاب هوش مصنوعی RAG

Generative artificial intelligence (AI) is a type of AI that learns from existing data and uses that knowledge to make new things, like text, images, music, or code. Generative models make new data points that look like the training data, while discriminative models only focus on classifying or predicting outcomes. This ability is game-changing because it lets machines copy how people are creative and solve problems in ways that were thought to be impossible before. Generative AI is a key part of modern AI applications and is pushing new ideas in fields like healthcare, entertainment, education, and more. →Figure 1.1 shows the difference between discriminative and generative models. On the one side, it shows a discriminative model classifying data (e.g., a cat vs. a dog), and on the other side, it shows a generative model creating new data (e.g., generating an image of a cat).