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3 GenAI - Coggle Diagram

- - - - Optimization problem
  - - - Discovery of Trends
  - - - Label data to learn the basic concepts
        Unlabeled data help to generalize new examples.
- - - - Gen AI (Transformer)
        
        Generative
        
        New content (Natural Language, Image, Audio, Video)
        
        Hallucinations
        
        Generated content that is nonsensical
      - LLM
        
        Billions of parameters
        
        LLM Parameters are settings that you can adjust to control how the LLM generates texts. They can affect the quality, diversity, and creativity of the generated texts.
        
        temperature, number of tokens, top-p, presence penalty, and frequency penalty
        
        https://michaelehab.medium.com/the-secrets-of-large-language-models-parameters-how-they-affect-the-quality-diversity-and-32eb8643e631
        
        Temperature is a parameter that controls how much randomness is introduced in the text generation process.
      - Discriminative