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04:39 - Katib Hyperparameter Optimization
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Classroom Contents
Kubeflow Explained for Beginners
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- 1 00:00 - Introduction: ML Deployment Challenges
- 2 00:43 - Cloud Infrastructure Setup AWS, GCP, Azure
- 3 01:12 - Kubernetes for ML Infrastructure Management
- 4 02:12 - Kubeflow ML Workflow Architecture
- 5 03:40 - Development vs Production Phases
- 6 04:39 - Katib Hyperparameter Optimization
- 7 05:55 - Katib Architecture & Components
- 8 06:59 - Search Algorithms Comparison
- 9 07:44 - Installing Katib on Kubernetes
- 10 08:58 - Running Your First Experiment
- 11 09:52 - Visualizing Results & Best Practices
