Building Applications with Foundation Models
Prompt engineering, retrieval-augmented generation, fine-tuning, agents and evaluation for foundation model applications on AWS.
AWS-113 12 lessons planned ▶ Video lessons coming soon
Offered by HSM University · AWS Certifications
Course content
- 1Design considerations for foundation model applicationsComing
- 2Prompt engineering techniquesComing
- 3Prompt templates and guardrails against prompt misuseComing
- 4Inference parametersComing
- 5Retrieval-augmented generationComing
- 6Vector databases and Amazon Bedrock Knowledge BasesComing
- 7Agents and tool useComing
- 8Customizing models: fine-tuning and continued pre-trainingComing
- 9Evaluating foundation model outputComing
- 10Human evaluation and benchmark datasetsComing
- 11Monitoring cost and quality in productionComing
- 12Case study: a document question-answering applicationComing
Requirements
Recommended background. You can start any course at any time.
Description
Prompt engineering, retrieval-augmented generation, fine-tuning, agents and evaluation for foundation model applications on AWS.