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Classroom Contents
How to Reduce ML Computing Costs: Building Efficient Multi-Cloud Infrastructure
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- 1 Intro
- 2 From notebooks to training jobs
- 3 Experiment dashboard
- 4 Cluster Dashboard
- 5 Multi-Cloud ML Infrastructure
- 6 Build hybrid cluster with Kubernetes & Terraform
- 7 Terraforming AWS Infrastructure
- 8 Test AWS Infrastructure
- 9 Terraforming GCP Infrastructure
- 10 Cloud Troubleshooting
- 11 Dataset Mounting
- 12 Cluster Management & Monitoring
- 13 Common Interface
- 14 Fractional GPUs
- 15 multicluster-scheduler
- 16 reCap: Step-by-Step Guide
