Vertex AI Pipelines - The Easiest Way to Run ML Pipelines

Google Vertex AI: The Easiest Way to Run ML Pipelines

📓 Notebook: https://colab.research.google.com/dri...
📖 Article:   / google-vertex-ai-the-easiest-way-to-run-ml...  

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▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

00:00 Introduction to Vertex AI Pipelines
00:41 Statement
00:55 Vertex AI and Kubeflow
02:00 Basic Pipeline
04:08 Basic Pipeline Code
09:05 Machine Types
09:57 Components
12:00 Share Components
12:26 Predefined Components
13:50 Parameter and Artifacts
14:50 Model Lineage
15:29 Parameterized Pipelines
15:53 Base Image
16:39 Additional Packages
17:03 Monitor Ressource Consumption
17:19 Conditions
17:42 Compare Runs
18:12 Graveyard
18:33 Permissions
19:29 Client Libraries
20:06 API and SDK
20:39 Pricing
20:56 Bye