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Observability & Guardrails: Monitor Cost, Performance, and Responsible AI
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Classroom Contents
Building GenAI That Doesn't Cost the Earth - Sustainable AI Development on AWS
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- 1 Welcome + Why Sustainable GenAI on AWS Matters
- 2 The Energy Spike: Model Growth & Data Center Demand
- 3 How AWS Cuts Carbon Footprint Renewables + Efficient Data Centers
- 4 Start with Managed & Serverless Services Bedrock, EKS, SageMaker
- 5 Model Selection: Don’t Use a Bigger LLM Than You Need
- 6 Evaluate Models with Amazon Bedrock Evaluations
- 7 Customize the Model: Prompting vs RAG vs Fine-Tuning vs Training from Scratch
- 8 Choose Efficient Silicon: Trainium for Training, Graviton for Inference
- 9 Inference Optimization: Compression, Compilation & Distillation
- 10 Observability & Guardrails: Monitor Cost, Performance, and Responsible AI
- 11 Recap + Continuous Improvement + Further Reading
