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Expand Up @@ -40,7 +40,7 @@ To find out more about free tier service plans, visit the [SAP Discovery Center]
### Provision SAP AI Core in your global account
Go to the BTP Control Center and select your global account. Click `+`.

<!-- border -->![Access the Control Centre](img/btpcontrolcentre.png)
<!-- border -->![Access the Control Centre](img/btpcontrolcentrecore.png)

Enter the name of your global account in the dialog box. Select SAP AI Core as your service, and click `Next`.

Expand Down Expand Up @@ -94,8 +94,9 @@ Once your keys have been created, you can view or download them at any time by l

> **Note:** SAP AI Launchpad is optional, but is the recommended interface for use with SAP AI Core.

Follow the same provisioning steps as before, but select `SAP AI Launchpad` when you select the service and set the entitlements.
Edit your account and follow the same provisioning steps as before, but select `SAP AI Launchpad` when you select the service and set the entitlements.

<!-- border -->![Access the Control Centre](img/btpcontrolcentrelp.png)
<!-- border -->![SAP AI Launchpad account information](img/accountinfolp.png)
<!-- border -->![Assign SAP AI Launchpad as a service](img/assignserviceslp.png)
<!-- border -->![Set SAP AI Launchpad as entitlement](img/setentitlementslp.png)
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10 changes: 6 additions & 4 deletions tutorials/ai-core-data/ai-core-data.md
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Expand Up @@ -2,7 +2,7 @@
parser: v2
auto_validation: true
time: 45
tags: [ tutorial>beginner, topic>artificial-intelligence, topic>machine-learning, software-product>sap-ai-launchpad, software-product>sap-ai-core ]
tags: [ tutorial>license, tutorial>beginner, topic>artificial-intelligence, topic>machine-learning, software-product>sap-ai-launchpad, software-product>sap-ai-core ]
primary_tag: software-product>sap-ai-core
author_name: Dhrubajyoti Paul
author_profile: https://github.com/dhrubpaul
Expand Down Expand Up @@ -369,9 +369,7 @@ Observe the value of the `name` variable in both `inputArtifacts` and `parameter


### Create cloud storage for datasets and models


### Why use cloud storage?
## Why use cloud storage?
SAP AI Core only provides your ephemeral (short-lived) storage, while training or inferencing a model. Amazon Web Services (AWS) S3 Object store is the cloud storage used by SAP AI Core for storing datasets and models. Here, they can be stored over a longer time period, and can be transferred to and from SAP AI Core during training or online inferencing.

You need to create AWS S3 object store, using one of the following links:
Expand Down Expand Up @@ -514,6 +512,10 @@ print(response.__dict__)

[OPTION END]

- The Resource Group must be `default`
- The `Name` field is your choice of identifier for your secret within SAP AI Core.
- Entries to the other fields are found in your AWS account.

> ### Why not put a complete path to train.csv as `pathPrefix`?
> You might have noticed that previously you uploaded data to `example-dataset/house-price-toy/data/jan/train.csv` but here in object store secret the `pathPrefix` is you set the value `example-dataset/house-price-toy`. This is because the use of `pathPrefix` is to restrict access to particular directory of your cloud storage.
>
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