Vertex AI SDK for Python

A Vertex AI SDK for Python is a Vertex AI SDK (for Google Vertex AI).

• Example(s):
  • ...
• See: Vertex AI Java Library, Python SDK, Vertex AI API.

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References

2023

• GBard
  • QUOTE: The Vertex AI SDK for Python is a high-level Python client library for Google Vertex AI, a managed machine learning platform that provides a unified experience for data scientists and ML engineers to build and deploy ML models. The Vertex AI SDK for Python provides a convenient way to automate and manage the entire ML workflow, from data preparation and model training to deployment and monitoring.

    The Vertex AI SDK for Python is designed to be flexible and extensible, so you can use it to build and deploy ML models using your preferred frameworks and tools. It also provides a number of features that make it easy to use Vertex AI services, such as:

  • The Vertex AI SDK for Python is a high-level Python client library for Google Vertex AI. It provides a unified API for interacting with all of the Vertex AI services, including:
    • Data management: Import, prepare, and manage your data on Vertex AI.
    • Training: Train custom machine learning models using TensorFlow, PyTorch, or other popular frameworks.
    • Model deployment: Deploy your trained models to production and serve predictions to users.
    • Model monitoring: Monitor the performance of your deployed models and identify any issues.
  • The Vertex AI SDK for Python is designed to be easy to use and accessible to both experienced machine learning engineers and data scientists who are new to Vertex AI. It provides a number of features to help you get started quickly, including:
    • Comprehensive documentation: The Vertex AI SDK for Python documentation includes detailed tutorials, code samples, and reference information.
    • Interactive notebooks: You can use interactive notebooks to experiment with the Vertex AI SDK and learn about its features.
    • Command-line tools: The Vertex AI SDK includes a number of command-line tools that you can use to automate your machine-learning workflow.
  • To use the Vertex AI SDK for Python, you will need to install it on your local machine. You can do this using pip:
    • pip install google-cloud-aiplatform
  • Once the Vertex AI SDK is installed, you can initialize it by providing your Google Cloud Platform project I

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