Summary of Introduction to Generative AI
Generative AI is a type of artificial intelligence technology that can produce various types of content including text, imagery, audio, and synthetic data.
Artificial intelligence is a discipline that deals with the creation of intelligent agents and systems that can reason, learn, and act autonomously.
Machine learning is a subfield of AI where a model is trained from input data to make predictions without explicit programming.
Two common classes of machine learning models are supervised and unsupervised, with the key difference being labeled data.
Deep learning is a type of machine learning that uses artificial neural networks to process complex patterns.
Generative AI is a subset of deep learning that uses artificial neural networks and can process labeled, unlabeled, and semi-supervised data.
Generative models can generate new data instances, while discriminative models classify or predict labels for data points.
Generative AI can create new content based on existing data and uses statistical models to predict expected responses.
Generative AI applications include code generation, sentiment analysis, image captioning, object recognition, and more.
Google Cloud offers tools like Vertex AI Studio, Vertex AI Search and Conversation, and Palm API to help developers explore and customize generative AI models.
Gemini is a multimodal AI model that can analyze images, understand audio, and interpret programming code, making it adaptable and scalable for diverse applications.
Researchers/sources
- Roger Martinez
- Google Cloud
Notable Quotes
— 07:12 — « A generative model generates new data instances based on a learned probability distribution of existing data. »
— 08:00 — « So what if someone challenges you to a game of is it gen or not? Ive got your back. »
— 14:09 — « The power of generative AI comes from the use of Transformers. »
— 18:38 — « Generative AI applications can help you debug your lines of source code, explain your code to you line by line, craft SQL queries for your database, translate code from one language to another, generate documentation and tutorials for source code. »
Category
Science and Nature