Day 3: Navigating the Landscape of Generative Models
Key Points:
- Generative AI is a type of AI that can create new content, such as images, text, and audio.
- Generative Image Models use techniques like diffusion to create images from prompts or existing images.
- Generative Language Models learn patterns in language from training data and can generate text, translate languages, write different kinds of creative content, and answer your questions in an informative
way. - Predictive Models take data and labels as input, learn the relationship between them, and output the label.
- Prompt Design is the process of creating a prompt that will generate the desired output from a language model.
Examples of Generative AI Applications:
- Image Generation: Creating images from text descriptions.
- Image Captioning: Generating text descriptions of images.
- Text Generation: Writing different kinds of creative content, translating languages, and answering questions.
- Translation: Translating text from one language to another.
- Summarization: Condensing text into a shorter version.
- Question Answering: Answering questions based on given information.