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Marco's Learning

Monitor and Optimize Infrastructure and Costs

Monitor Infrastructure

Section titled “Monitor Infrastructure”

Importance of Monitoring ML Infrastructure

Section titled “Importance of Monitoring ML Infrastructure”

Monitoring Performance Metrics

Section titled “Monitoring Performance Metrics”

Monitoring and Observability

Section titled “Monitoring and Observability”

Monitoring Tools for Performance and Latency

Section titled “Monitoring Tools for Performance and Latency”

Observability and Auditing Your ML Solution

Section titled “Observability and Auditing Your ML Solution”

Setting Up Dashboards

Section titled “Setting Up Dashboards”

Optimize Infrastructure

Section titled “Optimize Infrastructure”

Rightsizing Compute Infrastructure for ML Solutions

Section titled “Rightsizing Compute Infrastructure for ML Solutions”

Demo: Amazon SageMaker Inference Recommender

Section titled “Demo: Amazon SageMaker Inference Recommender”

Optimize Costs

Section titled “Optimize Costs”

Reducing Monitoring Costs

Section titled “Reducing Monitoring Costs”

Balancing Capacity, Cost, and Performance

Section titled “Balancing Capacity, Cost, and Performance”

Using AWS Cost Management Tools with ML Solutions

Section titled “Using AWS Cost Management Tools with ML Solutions”

Purchasing Option to Optimize ML Infrastructure Costs

Section titled “Purchasing Option to Optimize ML Infrastructure Costs”

Resources

Section titled “Resources”