Overview of Google Cloud for Machine Learning

Data Storage: Setting up GCS

Figure 1

Screenshot showing required tags for a GCS bucket
Example of Tags for a GCS Bucket

Figure 2

Choose where to store your data
Choose where to store your data

Figure 3

Recommended GCS bucket settings.
Final GCS Bucket Settings

Notebooks as Controllers

Figure 1

  • Network / Subnetwork: Leave as pre-filled. Notebook settings (part1)

    • Figure 2

    Screenshot showing required tags for notebook
    Required tags for notebook.

    Figure 3

    Set Idle Shutdown
    Enable Idle Shutdown

    Accessing and Managing Data in GCS with Vertex AI Notebooks

    Using a GitHub Personal Access Token (PAT) to Push/Pull from a Vertex AI Notebook

    Training Models in Vertex AI: Intro

    Training Models in Vertex AI: PyTorch Example

    Hyperparameter Tuning in Vertex AI: Neural Network Example

    Resource Management & Monitoring on Vertex AI (GCP)

    Retrieval-Augmented Generation (RAG) with Vertex AI