Serving Machine Learning models with Google Vertex AI

Published: 03 November 2022
on channel: ML Engineer

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Deploying and serving any machine learning model at any scale.

Vertex AI Endpoint provides great flexibility compared with easy usage. You can keep it simple or go full in and customize it to your needs using custom containers.

📓 Notebook: https://colab.research.google.com/dri...
📖 Article:   / serving-machine-learning-models-with-googl...

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▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:39 Different ways
01:10 Pre-build container
01:50 Custom container
03:16 Model serving steps
03:40 Model upload
03:55 Model endpoint
04:10 Model deployment
04:38 Container requirements
06:08 Custom container I
07:02 Custom container II
07:59 Custom container III
08:40 Get predictions
08:51 Limitations
10:24 Pricing
10:50 Code
17:25 Bye

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