What is JupyterLab?

What is Vertex AI?

A single platform for creating and administering machine learning solutions on Google Cloud is called Vertex AI. Throughout the entire machine learning lifecycle, from data preparation and analysis to model training and deployment to monitoring and optimization, it offers a variety of services and tools to assist you. Vertex AI enables you to deal with many data and model kinds, including tabular, picture, text, video, and custom models. You can expand your workloads using the Google Cloud infrastructure and services, and you can train your models using AutoML or customized code....

What is JupyterLab?

A web-based interactive tool for dealing with Jupyter notebooks, code, and data is JupyterLab. Jupyter notebooks are electronic documents that include live code, equations, graphics, and textual explanations. For data exploration, analysis, visualization, and prototyping, they are frequently utilized. You can edit and use Jupyter notebooks in JupyterLab in addition to other file types including scripts, markdown files, photos, etc. Accessing terminals, file browsers, command palettes, and other extensions are also possible with JupyterLab....

What is Vertex AI JupyterLab Notebook?

An AI Vertex A user-managed notebook instance called JupyterLab Notebook links to Vertex AI services while running on Google Cloud. To explore, create, and release machine learning models into production, you may utilize a user-managed notebook instance, a secure, integrated JupyterLab environment. The most modern data science and machine learning frameworks, including TensorFlow, PyTorch, scikit-learn, pandas, etc., are preconfigured in user-managed notebooks. Additionally, you may alter the hardware setup or add new packages to your laptop instance....

How to create a Vertex AI JupyterLab Notebook?

To create a Vertex AI JupyterLab Notebook using Vertex AI Workbench, you need to follow these steps:...

Result:

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Conclusion

In this article, you learned how to create a Vertex AI JupyterLab notebook that can access the Vertex AI platform’s tools and services. You can use this notebook as a starting point for developing your own ML models and applications using Vertex AI....