Generative AI Leader Fundamentals of Generative AI — All Questions With Answers

Refer to the exhibit.

```
error: Vertex AI Model Registry: Model 'projects/my-project/locations/us-central1/models/123' has status 'DEPLOYING'. Cannot deploy a model that is not in 'READY' state.
```

Refer to the exhibit.

```
{
  "predictions": [
    {
      "content": "The patient's diagnosis is likely influenza, but further tests are needed.",
      "safetyAttributes": {
        "scores": [0.01],
        "blocked": false,
        "categories": ["health"]
      }
    }
  ],
  "deployedModelId": "123",
  "model": "projects/my-project/locations/us-central1/models/456"
}
```

{
  "bindings": [
    {
      "role": "roles/aiplatform.user",
      "members": ["user:test@example.com"]
    },
    {
      "role": "roles/aiplatform.admin",
      "members": ["serviceAccount:sa@project.iam.gserviceaccount.com"]
    }
  ]
}

Error: 403 Permission 'aiplatform.endpoints.predict' denied on resource 'projects/my-project/locations/us-central1/endpoints/my-endpoint'.

{
  "bindings": [
    {
      "role": "roles/aiplatform.user",
      "members": [
        "user:user@example.com"
      ]
    }
  ]
}

ERROR: (gcloud.aiplatform.models.upload) PERMISSION_DENIED: Permission 'aiplatform.models.upload' denied on resource project my-project

model:
  name: "projects/my-project/locations/us-central1/models/1234"
  explanation_spec:
    metadata:
      inputs:
        my_input:
          input_tensor_name: "input"
          modality: "text"

Error: Root model provided is not a valid model reference. Please provide a model reference in the format of "projects/{project}/locations/{location}/models/{model}" or "projects/{project}/locations/{location}/models/{model}:{version}".

{
  "bindings": [
    {
      "role": "roles/aiplatform.user",
      "members": ["user:alice@example.com"]
    },
    {
      "role": "roles/aiplatform.customCodeModelAdmin",
      "members": ["user:bob@example.com"]
    }
  ]
}

apiVersion: aiplatform/v1
kind: Model
metadata:
  name: my-model
spec:
  baseModel: "publishers/google/models/gemini-1.5-pro"
  tuningPipeline:
    ...

Refer to the exhibit.
```
$ gcloud ai endpoints list --region=us-central1
ENDPOINT_ID: 123456789
DISPLAY_NAME: my-endpoint
MODEL: projects/my-project/locations/us-central1/models/987654321
DEPLOYED_MODELS: projects/my-project/locations/us-central1/models/987654321@1
MACHINE_TYPE: n1-standard-2
MIN_REPLICA_COUNT: 1
MAX_REPLICA_COUNT: 5
```

Refer to the exhibit.
```
{
  "bindings": [
    {
      "role": "roles/aiplatform.user",
      "members": ["user:alice@example.com"]
    },
    {
      "role": "roles/aiplatform.admin",
      "members": ["user:bob@example.com"]
    }
  ]
}
```

Refer to the exhibit.
```
INFO: Training started.
INFO: Epoch 1/10 - loss: 2.3456 - accuracy: 0.1234
INFO: Epoch 2/10 - loss: 1.9876 - accuracy: 0.2345
INFO: Epoch 3/10 - loss: 1.6543 - accuracy: 0.3456
INFO: Epoch 4/10 - loss: 1.4321 - accuracy: 0.4567
INFO: Epoch 5/10 - loss: 1.2345 - accuracy: 0.5678
INFO: Epoch 6/10 - loss: 1.0987 - accuracy: 0.6789
INFO: Epoch 7/10 - loss: 0.9876 - accuracy: 0.7890
INFO: Epoch 8/10 - loss: 0.8765 - accuracy: 0.8901
INFO: Epoch 9/10 - loss: 0.7654 - accuracy: 0.9012
INFO: Epoch 10/10 - loss: 0.6543 - accuracy: 0.9123
```

Refer to the exhibit.

```
$ gcloud ai endpoints predict 789 --region=us-central1 --json-request='{"instances":[{"content":"What is the capital of France?"}]}'
{
  "error": "Model does not support the given instance format."
}
```