Kubeflow Certificate for Guillaume GAUTIER
Certificate ID:
665839
Authentication Code:
e1418
Certified Person Name:
Guillaume GAUTIER
Trainer Name:
Marcin Malawski
Duration Days:
5
Duration Hours:
35
Course Name:
Kubeflow
Course Date:
17 December 2021 09:30 to 10 January 2022 17:00
Course Outline:
Introduction
- Introduction to Kubernetes
- Overview of Kubeflow Features and Architecture
- Kubeflow on AWS vs on-premise vs on other public cloud providers
Setting up a Cluster using AWS EKS
Setting up an On-Premise Cluster using Microk8s
Deploying Kubernetes using a GitOps Approach
Data Storage Approaches
Creating a Kubeflow Pipeline
Triggering a Pipeline
Defining Output Artifacts
Storing Metadata for Datasets and Models
Hyperparameter Tuning with TensorFlow
Visualizing and Analyzing the Results
Multi-GPU Training
Creating an Inference Server for Deploying ML Models
Working with JupyterHub
Networking and Load Balancing
Auto Scaling a Kubernetes Cluster
Troubleshooting
Summary and Conclusion