{"id":18802321,"url":"https://github.com/oracle-quickstart/oci-arch-data-science","last_synced_at":"2025-04-13T18:31:33.552Z","repository":{"id":72112862,"uuid":"271867444","full_name":"oracle-quickstart/oci-arch-data-science","owner":"oracle-quickstart","description":"Oracle Cloud Infrastructure Data Science with Oracle Machine Learning","archived":true,"fork":false,"pushed_at":"2021-11-08T14:16:57.000Z","size":485,"stargazers_count":5,"open_issues_count":0,"forks_count":3,"subscribers_count":9,"default_branch":"master","last_synced_at":"2025-02-19T21:12:51.131Z","etag":null,"topics":["oracle-led"],"latest_commit_sha":null,"homepage":"","language":"HCL","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"upl-1.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/oracle-quickstart.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-06-12T18:42:34.000Z","updated_at":"2024-05-13T14:52:15.000Z","dependencies_parsed_at":"2023-03-11T11:53:53.361Z","dependency_job_id":null,"html_url":"https://github.com/oracle-quickstart/oci-arch-data-science","commit_stats":null,"previous_names":[],"tags_count":2,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oracle-quickstart%2Foci-arch-data-science","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oracle-quickstart%2Foci-arch-data-science/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oracle-quickstart%2Foci-arch-data-science/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/oracle-quickstart%2Foci-arch-data-science/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/oracle-quickstart","download_url":"https://codeload.github.com/oracle-quickstart/oci-arch-data-science/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248760367,"owners_count":21157345,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["oracle-led"],"created_at":"2024-11-07T22:27:28.198Z","updated_at":"2025-04-13T18:31:33.536Z","avatar_url":"https://github.com/oracle-quickstart.png","language":"HCL","funding_links":[],"categories":[],"sub_categories":[],"readme":"# oci-arch-data-science\n\nOracle 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.\n\nFor details of the architecture, see [_Set up a data science environment that uses Oracle Machine Learning_](https://docs.oracle.com/en/solutions/data-science-environment/index.html)\n\n## Prerequisites\n\n- Permission to `manage` the following types of resources in your Oracle Cloud Infrastructure tenancy: `vcns`, `internet-gateways`, `route-tables`, `security-lists`, `subnets`, `autonomous-database-family`, and `instances`.\n\n- 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).\n\nIf you don't have the required permissions and quota, contact your tenancy administrator. See [Policy Reference](https://docs.cloud.oracle.com/en-us/iaas/Content/Identity/Reference/policyreference.htm), [Service Limits](https://docs.cloud.oracle.com/en-us/iaas/Content/General/Concepts/servicelimits.htm), [Compartment Quotas](https://docs.cloud.oracle.com/iaas/Content/General/Concepts/resourcequotas.htm).\n\n## Deploy Using Oracle Resource Manager\n\n1. Click [![Deploy to Oracle Cloud](https://oci-resourcemanager-plugin.plugins.oci.oraclecloud.com/latest/deploy-to-oracle-cloud.svg)](https://cloud.oracle.com/resourcemanager/stacks/create?region=home\u0026zipUrl=https://github.com/oracle-quickstart/oci-arch-data-science/releases/latest/download/oci-arch-data-science-stack-latest.zip)\n\n    If you aren't already signed in, when prompted, enter the tenancy and user credentials.\n\n2. Review and accept the terms and conditions.\n\n3. Select the region where you want to deploy the stack.\n\n4. Follow the on-screen prompts and instructions to create the stack.\n\n5. After creating the stack, click **Terraform Actions**, and select **Plan**.\n\n6. Wait for the job to be completed, and review the plan.\n\n    To make any changes, return to the Stack Details page, click **Edit Stack**, and make the required changes. Then, run the **Plan** action again.\n\n7. If no further changes are necessary, return to the Stack Details page, click **Terraform Actions**, and select **Apply**. \n\n## Deploy Using the Terraform CLI\n\n### Clone the Module\nNow, you'll want a local copy of this repo. You can make that with the commands:\n\n    git clone https://github.com/oracle-quickstart/oci-arch-data-science\n    cd oci-arch-data-science\n    ls\n\n### Prerequisites\nFirst off, you'll need to do some pre-deploy setup.  That's all detailed [here](https://github.com/cloud-partners/oci-prerequisites).\n\nSecondly, create a `terraform.tfvars` file and populate with the following information:\n\n```\n# Authentication\ntenancy_ocid         = \"\u003ctenancy_ocid\u003e\"\nuser_ocid            = \"\u003cuser_ocid\u003e\"\nfingerprint          = \"\u003cfinger_print\u003e\"\nprivate_key_path     = \"\u003cpem_private_key_path\u003e\"\n\n# Availablity Domain \navailablity_domain_name = \"\u003cavailablity_domain_name\u003e\"\n\n# Region\nregion = \"\u003coci_region\u003e\"\n\n# Compartment\ncompartment_ocid = \"\u003ccompartment_ocid\u003e\"\n\n# Autonomous Data Warehouse\nautonomous_database_admin_password = \"\u003center-password-here\u003e\"\n\n# Oracle Analytics Cloud\nanalytics_instance_capacity_capacity_type = \"\u003center_capacity_type_here\u003e\"\nanalytics_instance_capacity_capacity_value = \"\u003center_capacity_value_here\u003e\"\nanalytics_instance_feature_set = \"\u003center_feature_set_here\u003e\"\nanalytics_instance_license_type = \"\u003center_license_type_here\u003e\"\nanalytics_instance_name = \"\u003center_OAC_instance_name_here\u003e\"\nanalytics_instance_idcs_access_token = \"\u003cinsert_user_IDCS_token_here\u003e\"\n\n````\n\n### Create the Resources\nRun the following commands:\n\n    terraform init\n    terraform plan\n    terraform apply\n\n### Destroy the Deployment\nWhen you no longer need the deployment, you can run this command to destroy the resources:\n\n    terraform destroy\n\n## Architecture Diagram\n\n![](./images/adb-ml.PNG)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foracle-quickstart%2Foci-arch-data-science","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Foracle-quickstart%2Foci-arch-data-science","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Foracle-quickstart%2Foci-arch-data-science/lists"}