Oracle Machine Learning is embedded in both Oracle Autonomous Data Warehouse and Oracle Autonomous Transaction Processing. Because the machine learning algorithms are resident in the database, data scientists can avoid the time, effort, and expense of moving the data to external systems for analysis and model building, scoring, and deployment.
For details of the architecture, see Set up a data science environment that uses Oracle Machine Learning
managethe following types of resources in your Oracle Cloud Infrastructure tenancy:
Quota to create the following resources: 1 VCN, 1 subnet, 1 Internet Gateway, 1 route rules, 1 DRG, 1 ADW database instance, 1 DataCatalog instance, 1 Oracle Analytics Cloud (OAC) instance, and 3 compute instances (User Application VMs).
Deploy Using Oracle Resource Manager
If you aren't already signed in, when prompted, enter the tenancy and user credentials.
Review and accept the terms and conditions.
Select the region where you want to deploy the stack.
Follow the on-screen prompts and instructions to create the stack.
After creating the stack, click Terraform Actions, and select Plan.
Wait for the job to be completed, and review the plan.
To make any changes, return to the Stack Details page, click Edit Stack, and make the required changes. Then, run the Plan action again.
If no further changes are necessary, return to the Stack Details page, click Terraform Actions, and select Apply.
Deploy Using the Terraform CLI
Clone the Module
Now, you'll want a local copy of this repo. You can make that with the commands:
git clone https://github.com/oracle-quickstart/oci-arch-data-science cd oci-arch-data-science ls
First off, you'll need to do some pre-deploy setup. That's all detailed here.
Secondly, create a
terraform.tfvars file and populate with the following information:
# Authentication tenancy_ocid = "<tenancy_ocid>" user_ocid = "<user_ocid>" fingerprint = "<finger_print>" private_key_path = "<pem_private_key_path>" # Availablity Domain availablity_domain_name = "<availablity_domain_name>" # Region region = "<oci_region>" # Compartment compartment_ocid = "<compartment_ocid>" # Autonomous Data Warehouse autonomous_database_admin_password = "<enter-password-here>" # Oracle Analytics Cloud analytics_instance_capacity_capacity_type = "<enter_capacity_type_here>" analytics_instance_capacity_capacity_value = "<enter_capacity_value_here>" analytics_instance_feature_set = "<enter_feature_set_here>" analytics_instance_license_type = "<enter_license_type_here>" analytics_instance_name = "<enter_OAC_instance_name_here>" analytics_instance_idcs_access_token = "<insert_user_IDCS_token_here>"
Create the Resources
Run the following commands:
terraform init terraform plan terraform apply
Destroy the Deployment
When you no longer need the deployment, you can run this command to destroy the resources: