# Source: https://docs.datadoghq.com/ddsql_reference/data_directory/aws/aws.personalize_solution.dataset.md

---
title: Personalize Solution
description: Datadog, the leading service for cloud-scale monitoring.
breadcrumbs: Docs > DDSQL Reference > Data Directory > Personalize Solution
---

# Personalize Solution

Personalize Solution in AWS is a resource that represents a machine learning solution created with Amazon Personalize. A solution is the trained model that uses your datasets and recipes to generate personalized recommendations. It contains information about the training configuration, status, metrics, and versioning of the solution. This resource is central to deploying recommendation systems tailored to user behavior and item data.

```
aws.personalize_solution
```

## Fields

| Title                   | ID   | Type       | Data Type                                                                                                                                                                                                                                                                                                                                                                                                                                          | Description |
| ----------------------- | ---- | ---------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----------- |
| _key                    | core | string     |
| account_id              | core | string     |
| auto_ml_result          | core | json       | When performAutoML is true, specifies the best recipe found.                                                                                                                                                                                                                                                                                                                                                                                       |
| creation_date_time      | core | timestamp  | The creation date and time (in Unix time) of the solution.                                                                                                                                                                                                                                                                                                                                                                                         |
| dataset_group_arn       | core | string     | The Amazon Resource Name (ARN) of the dataset group that provides the training data.                                                                                                                                                                                                                                                                                                                                                               |
| event_type              | core | string     | The event type (for example, 'click' or 'like') that is used for training the model. If no eventType is provided, Amazon Personalize uses all interactions for training with equal weight regardless of type.                                                                                                                                                                                                                                      |
| last_updated_date_time  | core | timestamp  | The date and time (in Unix time) that the solution was last updated.                                                                                                                                                                                                                                                                                                                                                                               |
| latest_solution_update  | core | json       | Provides a summary of the latest updates to the solution.                                                                                                                                                                                                                                                                                                                                                                                          |
| latest_solution_version | core | json       | Describes the latest version of the solution, including the status and the ARN.                                                                                                                                                                                                                                                                                                                                                                    |
| name                    | core | string     | The name of the solution.                                                                                                                                                                                                                                                                                                                                                                                                                          |
| perform_auto_ml         | core | bool       | We don't recommend enabling automated machine learning. Instead, match your use case to the available Amazon Personalize recipes. For more information, see Determining your use case. When true, Amazon Personalize performs a search for the best USER_PERSONALIZATION recipe from the list specified in the solution configuration (recipeArn must not be specified). When false (the default), Amazon Personalize uses recipeArn for training. |
| perform_auto_training   | core | bool       | Specifies whether the solution automatically creates solution versions. The default is True and the solution automatically creates new solution versions every 7 days. For more information about auto training, see Creating and configuring a solution.                                                                                                                                                                                          |
| perform_hpo             | core | bool       | Whether to perform hyperparameter optimization (HPO) on the chosen recipe. The default is false.                                                                                                                                                                                                                                                                                                                                                   |
| recipe_arn              | core | string     | The ARN of the recipe used to create the solution. This is required when performAutoML is false.                                                                                                                                                                                                                                                                                                                                                   |
| solution_arn            | core | string     | The ARN of the solution.                                                                                                                                                                                                                                                                                                                                                                                                                           |
| solution_config         | core | json       | Describes the configuration properties for the solution.                                                                                                                                                                                                                                                                                                                                                                                           |
| status                  | core | string     | The status of the solution. A solution can be in one of the following states: CREATE PENDING > CREATE IN_PROGRESS > ACTIVE -or- CREATE FAILED DELETE PENDING > DELETE IN_PROGRESS                                                                                                                                                                                                                                                                  |
| tags                    | core | hstore_csv |