Introduction to Generative AI on AWS
What is Generative AI?
Generative AI creates new content such as text, images, videos, and music. It's powered by large ML models called foundation models (FMs) that are pre-trained on vast datasets and can be adapted for multiple tasks.
Generative AI on AWS Video
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Key Concepts
Deep Learning
A subset of ML that uses layers of artificial neurons mimicking the human brain. Each layer processes and feeds information to the next until a final model is produced.
Foundation Models
Extremely large models pre-trained on vast data collections. Unlike traditional ML models trained for single tasks, FMs can be adapted for multiple purposes. Large language models (LLMs) are a popular type of FM trained for human language tasks.
AWS Generative AI Solutions
| Service | What It Does |
|---|---|
| Amazon SageMaker JumpStart | ML hub with FMs and pre-built solutions deployable in a few clicks |
| Amazon Bedrock | Fully managed service for deploying FMs from Amazon and leading AI providers |
| Amazon Q | AI assistant that integrates with company information repositories |