Learning Vertex AI: MLOps with Google Cloud

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Soham Chatterjee and Archana Vaidheeswaran

1:38:41

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01 - Introduction

01 - Learning Vertex AI.mp4

01:07

02 - What you should know.mp4

01:02

02 - 1. Introduction to MLOps

01 - MLOps lifecycle ML development.mp4

03:57

02 - MLOps lifecycle Training.mp4

03:13

03 - MLOps lifecycle Deployment.mp4

06:09

04 - Vertex AI walkthrough.mp4

04:32

03 - 2. Feature Engineering

01 - Vertex AI feature store.mp4

06:01

02 - Vertex AI data labeling.mp4

06:33

04 - 3. Training and Hyperparameter

01 - Vertex AI AutoML.mp4

08:10

02 - Vertex AI experiments.mp4

06:27

03 - Vertex AI model registry.mp4

05:49

04 - Vertex AI training.mp4

05:40

05 - 4. Model Serving and Deployment

01 - Vertex AI prediction.mp4

06:22

02 - Vertex AI TensorBoard.mp4

06:41

03 - Vertex AI endpoints.mp4

06:17

06 - 5. Model Monitoring and Management

01 - Vertex AI model monitoring.mp4

08:05

02 - Vertex AI pipelines.mp4

05:25

07 - 6. Deploy Your Project Using Vertex AI

01 - Challenge Deploy a project.mp4

01:43

02 - Solution Deploy a project.mp4

01:48

08 - Conclusion

01 - Vertex AI vs. other MLOps platforms.mp4

02:46

02 - What next.mp4

00:54

Description

It seems like everyone is talking about AI these days. But did you know you can train and manage machine learning models using the new MLOps cloud solution from Google? In this course, learn how to manage your entire machine learning model’s lifecycle—from loading data to monitoring deployments—using Vertex AI to build models and maintain your applications.

Find out why Vertex AI has become so popular so quickly, not just within the tech industry, but all across the globe. Instructors Archana Vaidheeswaran and Soham Chatterjee show you the skills you need to know to get up and running with this powerful new tool. Along the way, take your Python and ML skills to the next level with data loading, feature engineering, training models and hyperparameter tuning, model deployment, and model monitoring.

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Machine Learning

Google Cloud

Soham Chatterjee and Archana Vaidheeswaran

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Linkedin Learning

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LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.