AI/ML with Oracle Cloud

Oracle Infrastructure Services

Oracle AI Main services

Generative AI

Generative AI is a fully managed Oracle Cloud Infrastructure service that provides a set of state-of-the-art, customizable large language models (LLMs) that cover a wide range of use cases, including chat, text generation, summarization, and creating text embeddings.

Chat: Ask questions and get conversational responses through an AI chatbot.
Generation: Prompt the large language models (LLMs) to generate text or extract information from your text.
Summarization : Summarize text with your instructed format, length, and tone.
Embedding : Convert text to vector embeddings to use in applications for semantic searches, recommender systems, text classification, or text clustering.

Generative AI Services

Pretrained Foundational Models cohere.command, meta-llama, cohere.embed
Using the Large Language Models (LLMs)
Fine-Tuning the Base Models: Tasks for fine-tuning a pretrained model and hosting the fine-tuned model.
- Create the training dataset.
- Add the dataset to an Object Storage bucket.
- Create a fine-tuning dedicated AI cluster.
- Create a new custom model or create a new version from an existing model on the fine-tuning dedicated AI cluster.
- Create a hosting dedicated AI cluster.
- Create an endpoint for the custom model on the hosting dedicated AI cluster.
- Run the custom model in the playground.
Managing the Custom Models
Managing an Endpoint
Integrating the Models
Model Limitations
Calculating Cost
Service Limits
Metrics
Retiring the Models
Data Handling

Oracle Data Science + AI + ML Services

Oracle IOT Services

Oracle Data Labeling Services

Oracle Cloud Infrastructure (All Other) Services

Oracle AI & Machine Learning - Trial

Oracle Digital Assistant : Up to 51 hours, digital assistants help accomplish tasks through natural language conversations, without having to manage various apps and web sites.

Data Science : Up to 4,700 hours. Build, train, deploy, and manage machine learning models. The platform makes data science collaborative, scalable, and powerful.

Document Understanding: OCI Document Understanding is an AI service that enables developers to extract text, tables, and other key data from document files through APIs and command line interface tools.

Language: OCI Language is a cloud-based AI service for performing sophisticated text analysis at scale

Speech: OCI Speech is an AI service that applies automatic speech recognition technology to transform audio-based content to text

Vision: OCI Vision is an AI service for performing deep-learning-based image analysis at scale.

Sample Deployment on OCI

Deploy e-Commerce Website on Oracle Cloud

Steps:

Set up an OCI virtual cloud network (VCN) and related network services so that your host can connect to the internet.
Launch Oracle Linux VMs and connect them to your VCN, and then launch an Autonomous Database for storing application data.
Deploy a polyglot application and connect it to the Autonomous Database.
Expose the application UI to the internet so you can access the application from your browser.

ORACLE RED BULL RACING – Predict the result of the next race

Steps:

Set up an OCI virtual cloud network (VCN) and related network services so that your host can connect to the internet.
Give you access to login to a Jupyter Notebook with real race data and a lab guide that will help you create models that are ready for the track.
Run a preliminary version of the predictor model on some sample data, while giving you the option to re-train the model with additional data and different algorithms.
Give you access to a web application where you can predict the results of a race based on certain conditions using our default model or your own custom model.

Cloud Shell

CloudShell provides a collection of pre-installed and pre-authenticated tools readily accessible to users which are updated on a regular basis including:

OCI Command Line Interface (CLI)
Source Code Management: Git
SQL: SQLcl, mysql-community-client
Kubernetes utilities: kubectl, helm
Build tools: maven, make
Provisioning and configuration management: terraform, ansible
Editors: vim, nano, emacs
Linux Shells: bash, sh, tmux
Linux utilities: iputils, jq, wget, zip/unzip, tar (and many more)
Python tools: pip, iPython
Typescript/Javascript support: node.js, NPM, nvm
Docker: Docker engine
oci-powershell-modules
GoldenGate Admin client

OCI CLI Commands

Here is a list of Oracle Cloud Infrastructure (OCI) CLI commands with a brief description for each:

oci os ns get - Get the Object Storage namespace of your tenancy.
oci os bucket create - Create a new Object Storage bucket.
oci os bucket delete - Delete an Object Storage bucket.
oci os bucket get - Get details of a specific Object Storage bucket.
oci os bucket list - List all Object Storage buckets in a compartment.
oci os object put - Upload a file to an Object Storage bucket.
oci os object get - Download a file from an Object Storage bucket.
oci os object delete - Delete an object from an Object Storage bucket.
oci os object list - List all objects in an Object Storage bucket.
oci compute instance launch - Launch a new compute instance (virtual machine).
oci compute instance terminate - Terminate a compute instance.
oci compute instance list - List all compute instances in a compartment.
oci compute instance get - Get details of a specific compute instance.
oci compute instance action - Perform an action (start, stop, reboot) on a compute instance.
oci compute image list - List all available compute images.
oci compute volume attach - Attach a block volume to a compute instance.
oci compute volume detach - Detach a block volume from a compute instance.
oci compute volume create - Create a block volume.
oci compute volume delete - Delete a block volume.
oci compute volume get - Get details of a specific block volume.
oci compute volume backup create - Create a backup of a block volume.
oci compute volume backup delete - Delete a block volume backup.
oci compute volume backup get - Get details of a block volume backup.
oci network vcn create - Create a new Virtual Cloud Network (VCN).
oci network vcn delete - Delete a Virtual Cloud Network (VCN).
oci network vcn get - Get details of a specific VCN.
oci network vcn list - List all VCNs in a compartment.
oci network subnet create - Create a new subnet in a VCN.
oci network subnet delete - Delete a subnet.
oci network subnet get - Get details of a specific subnet.
oci network subnet list - List all subnets in a VCN.
oci network security-list create - Create a new security list.
oci network security-list delete - Delete a security list.
oci network security-list get - Get details of a specific security list.
oci network security-list list - List all security lists in a VCN.
oci network route-table create - Create a new route table.
oci network route-table delete - Delete a route table.
oci network route-table get - Get details of a specific route table.
oci network route-table list - List all route tables in a VCN.
oci iam user create - Create a new user in OCI.
oci iam user delete - Delete a user from OCI.
oci iam user get - Get details of a specific user.
oci iam user list - List all users in a tenancy.
oci iam group create - Create a new group in OCI.
oci iam group delete - Delete a group from OCI.
oci iam group get - Get details of a specific group.
oci iam group list - List all groups in a tenancy.
oci iam policy create - Create a new IAM policy.
oci iam policy delete - Delete an IAM policy.
oci iam policy get - Get details of a specific IAM policy.
oci iam policy list - List all IAM policies in a compartment.
oci iam availability-domain list - List all availability domains in a tenancy.
oci iam region list - List all regions in a tenancy.
oci db system launch - Launch a new Database system.
oci db system terminate - Terminate a Database system.
oci db system list - List all Database systems in a compartment.
oci db system get - Get details of a specific Database system.
oci db backup create - Create a new Database backup.
oci db backup delete - Delete a Database backup.
oci db backup get - Get details of a specific Database backup.
oci db backup list - List all Database backups in a compartment.
oci load-balancer create - Create a new Load Balancer.
oci load-balancer delete - Delete a Load Balancer.
oci load-balancer get - Get details of a specific Load Balancer.
oci load-balancer list - List all Load Balancers in a compartment.
oci load-balancer backend create - Create a backend server for a Load Balancer.
oci load-balancer backend delete - Delete a backend server from a Load Balancer.
oci load-balancer backend get - Get details of a backend server.
oci load-balancer backend list - List all backend servers in a Load Balancer.
oci dns zone create - Create a new DNS zone.
oci dns zone delete - Delete a DNS zone.
oci dns zone get - Get details of a specific DNS zone.
oci dns zone list - List all DNS zones in a compartment.
oci dns record create - Create a DNS record in a zone.
oci dns record delete - Delete a DNS record from a zone.
oci dns record get - Get details of a specific DNS record.
oci dns record list - List all DNS records in a zone.

This list covers the main OCI CLI commands with their purposes, but you can find many more specific commands and options by running oci --help or checking the OCI CLI documentation.

Working with the OCI CLI Container Image

The Oracle Cloud Infrastructure (OCI) Command Line Interface (CLI) Container Image is a Docker image that has the OCI CLI tools pre-installed.

docker run hello-world
docker run -it ubuntu bash

Supported Programming Languages

Following programming languages are supported in Cloud Shell so you can write your own applications:

Java including multiple versions of Oracle Java as well as GraalVM Enterprise JDK 17
Python (2 and 3)
Ruby
Golang
JavaScript/NodeJS
C/C++ using gcc
sh and bash scripts

Using the OCI Software Development Kits (SDKs)

The OCI Software Development Kits (SDKs) allow you to build and deploy apps that integrate with Oracle Cloud Infrastructure services. Each SDK provides the tools you need to develop an app, including code samples and documentation to create, test, and troubleshoot. In addition, if you want to contribute to the development of the SDKs, they are all open source and available on GitHub.

Cloud Shell installs and updates the version of the OCI SDKs on a regular basis. This means you are always using recent versions of our tools. We also automatically configure your credentials when you launch the Cloud Shell so you do not have to set up keys if you use the default authentication provider.

To get up and running quickly, you can look at the SDK Cloud Shell Quick Starts for each of the languages: https://docs.oracle.com/en-us/iaas/Content/API/Concepts/developerquickstarts.htm

Github Resources for Oracle - OCI SDK.

You can also find source and examples on GitHub for the SDKs.

Java: https://github.com/oracle/oci-java-sdk
Python: https://github.com/oracle/oci-python-sdk
Typescript/JavaScript: https://github.com/oracle/oci-typescript-sdk
.NET: https://github.com/oracle/oci-dotnet-sdk
Go: https://github.com/oracle/oci-go-sdk

Code Editor

Cloud Shell integrates seamlessly with the OCI Code Editor, allowing you to edit code, modify scripts, and update service workflows directly from the OCI Console.

The Code Editor lets you browse, view, and edit files in your Cloud Shell home directory and provides a convenient way to perform common code updates for various services, including creating and deploying Functions, editing Terraform configurations used with Resource Manager stacks, and creating and editing an API. It offers the following capabilities that enhance your productivity:

Built-in integration with OCI services, including Functions, Resource Manager, and Data Science
Access to Cloud Shell and 30+ cloud-based tools
Git integration and workspace management
Rich language support
Session continuity
Personalized user experience

Configuring Java Versions

You can use csruntimectl to configure your version of Java.

$ csruntimectl java list

graalvmjdk-17                                                      /usr/lib64/graalvm/graalvm-java17
oraclejdk-1.8                                              /usr/lib/jvm/jdk-1.8.0_421-oracle-aarch64
* oraclejdk-11                                                 /usr/lib/jvm/jdk-11.0.24-oracle-aarch64

You can then set the JDK version by using the command csruntimectl java set

Hit return to show your current JAVA_HOME:

$ echo $JAVA_HOME

/usr/lib/jvm/jdk-11.0.24-oracle-aarch64

Understanding OCI Regions

Your Cloud Shell host (and your home directory) live in the Home Region for your tenancy regardless of what region is selected in the region pull-down menu in the top right corner of the console. This allows your home directory to be available no matter what region you are operating in.

Your current region (the region you have selected in the pull-down) is used when accessing tenancy resources using the OCI Command Line Interface (CLI) or the OCI Software Development Kits (SDKs).

In the current Cloud Shell Session:

Your Home region is ap-mumbai-1
Your Console selected region is ap-mumbai-1

Note: The region used by the SDKs/CLIs is “sticky” based on what was selected in the console when your Cloud Shell was opened and persists as long as the session exists. You can identify what region is active by looking at the Cloud Shell prompt. It will look like:

<username>@cloudshell:<directory> (<region>)

If you want to change your region for the CLI/SDK:

Select a new region in the Console region pull-down menu, near the top of the Console.
Close and reopen your terminal.

Understanding Network Access from your Cloud Shell

By default, your Cloud Shell uses our Public Network which is provisioned with both a Service Gateway and additionally has egress to the internet. From your Cloud Shell Public Network connection, you can run OCI CLI commands to access tenancy resources and also reach public resources. The access to public resources allows you to perform tasks like using ssh to access public instances, managing public OKE Clusters and pulling from public git repositories.

If you would like to access resources which do not have a public IP, you can instead use a Private Network Connection. Using Private Network Access, you can connect to a subnet (assuming your administrator has granted you permission) that lives in your home region.

See: https://docs.oracle.com/en-us/iaas/Content/API/Concepts/cloudshellintro.htm#Cloud_Shell_Private_Access

Note: No ingress to your Cloud Shell Hosts (in either public or private networks) is supported

Getting More Information

You can find out more about Cloud Shell, the CLI and the SDKs here:

Cloud Shell Overview: https://docs.oracle.com/en-us/iaas/Content/API/Concepts/cloudshellintro.htm
OCI CLI Overview: https://docs.oracle.com/iaas/Content/API/Concepts/cliconcepts.htm
OCI Interactive CLI Overview: https://docs.oracle.com/en-us/iaas/Content/API/SDKDocs/cliusing_topic-Using_Interactive_Mode.htm
OCI SDKs Guides: https://docs.oracle.com/en-us/iaas/Content/API/Concepts/sdks.htm
OCI SDKs Cloud Shell Quickstarts: https://docs.oracle.com/en-us/iaas/Content/API/Concepts/developerquickstarts.htm
Oracle Cloud Infrastructure CLI Command Reference: https://docs.oracle.com/en-us/iaas/tools/oci-cli/latest/oci_cli_docs/

Oracle Cloud Infrastructure Available Resource Types

Access Governance
Access Policies
Access Request
AI Anomaly Detection DataAsset
AI Anomaly Detection Model
AI Anomaly Detection Private Endpoint
AI Anomaly Detection Project
AI Document Model
AI Document Project
AI Forecast DataAsset
AI Forecast Forecast
AI Forecast Project
AI Language Endpoint
AI Language Model
AI Language Project
AI Speech Transcription Job
AI Vision Model
AI Vision Project
Alarms
Analytics Instance
API Deployments
API Gateways
API Sdks
API Subscribers
API Usage Plans
APIs
APM Domains
App Configurations
App Dependency Management Knowledge Base
App Dependency Management Vulnerability Audit
Applications
Approval Template
Asset Sources
Autonomous Container Databases
Autonomous Database
Autonomous Database software image
Autonomous Exadata Infrastructure
Autonomous Exadata VM Cluster
Autonomous VM Cluster
Autoscaling Configurations
Backup Destinations
Backup Networks
Backup Policies
Bastion
Big Data Api Key
Big Data Instances
Big Data Lake Configuration
Big Data Metastore Configuration
Block Volume Replicas
Block Volumes
Blockchain Platforms
Boot Volume Backups
Boot Volume Replicas
Boot Volumes
Buckets
Budgets
BYOIP Ranges
CA Bundle Associations
CA Bundles
Capacity Requests
Certificate Associations
Certificate Authorities
Certificate Authority Associations
Certificates
Cloud Advisor Profile
Cloud Guard Detector Recipe
Cloud Guard Managed List
Cloud Guard Responder Recipe
Cloud Guard Target
Cluster Networks
Cluster Placement Groups
Collection
Commerce Cloud Environments
Compartments
Compute Capacity Reservations
Compute Cloud@Customer Infrastructures
Compute Cloud@Customer Upgrade Schedules
Connect Harnesses
Connectors
Console Dashboard
Console Dashboard Group
Console Resource Collection
Container Images
Container Instance
Container Repositories
Container Scan Recipe
Container Scan Target
Content Management
Cross-Connect Groups
Cross-Connects
Custom Images
Customer-Premises Equipments
Data Catalog Metastores
Data Catalog Private Endpoints
Data Catalogs
Data Flow Applications
Data Flow Runs
Data Labeling Dataset
Data Safe Alert Policy
Data Safe Archive Retrieval
Data Safe Audit Policy
Data Safe Audit Profile
Data Safe Audit Trail
Data Safe Database Security Configuration
Data Safe Masking Format
Data Safe Masking Policy
Data Safe On-Premises Connector
Data Safe Pre Masking Report
Data Safe Private Endpoints
Data Safe Report Definition
Data Safe Security Assessment
Data Safe Sensitive Data Model
Data Safe Sensitive Type
Data Safe SQL Collection
Data Safe SQL Firewall Policy
Data Safe Target Alert Policy Association
Data Safe Target Database
Data Safe User Assessment
Data Science Private Endpoints
Data Transfer Appliance Export Jobs
Data Transfer Jobs
Database Homes
Database Insight
Database Migration Agents
Database Migration Registered Databases
Database Migrations
Database Software Images
Database Tools Connections
Database Tools Private Endpoints
Databases
DB Node
DB Server
DB Systems
Dedicated AI Clusters
Dedicated Virtual Machine Hosts
Delegation Controls
Delegation Subscriptions
Desktop Pool
DevOps Build Pipeline
DevOps Build Run
DevOps Deploy Artifact
DevOps Deploy Environment
DevOps Deploy Pipeline
DevOps Deploy Stage
DevOps Deployment
DevOps External Connection
DevOps Project
DevOps Repository
DevOps Trigger
DHCP Options
Digital Assistant Instances
Digital Assistant Private Endpoint
DIS Workspaces
Discovery Schedules
DMS Projects
DR Plan
DR Plan Execution
DR Protection Group
DRG Route Table
Drive
Drive attachment
Dynamic Group
Dynamic Routing Gateways
Dynamic Routing Gateways Attachment
Email Custom Return Path
Email Dkim
Email Domain
Email Senders
ESXi Hosts
Event Rules
Exadata Fleet Update Action
Exadata Fleet Update Discovery
Exadata Fleet Update Job
Exadata Infrastructure
Exadata VM Cluster
Exascale Storage Vaults
Exascale Vaults
Exascale VM Clusters
Exascale Volume Snapshots
Exascale Volumes
Exports
External ASM
External ASM Instance
External Cluster
External Cluster Instance
External Container Databases
External Database Home
External Database Node
External Database System
External Database System Connector
External Exadata Infrastructure
External Exadata Storage Connector
External Exadata Storage Grid
External Exadata Storage Server
External Listener
External Non-Container Databases
External Pluggable Databases
Favorite Queries
Fhir Stores
File Systems
Fleets
Flex Tunnel
FSS Replication Targets
FSS Replications
Functions
Fusion Application Environment Families
Fusion Application Environments
Generative AI Agent Datasources
Generative AI Agent Endpoints
Generative AI Agent Knowledge Bases
Generative AI Agents
Generative AI Endpoints
Generative AI Models
Globally Distributed Autonomous Database
Globally Distributed Autonomous Database Private Endpoints
GoldenGate Connections
GoldenGate Deployment Backups
GoldenGate Deployments
GoldenGate Registered Databases
Groups
Host Scan Recipes
Host Scan Targets
HSM Clusters
HSM Partitions
Http Redirects
Identity Provider
Ingress Gateway Route Tables
Ingress Gateways
Instance Configurations
Instance Pools
Instances
Integration Instances
Internet Gateways
Inventory Assets
IPSec Connections
IPv6s
Job Detail
Job Runs
Jobs
Keys
Lakes
License Manager Product
License Manager Record
Load Balancers
Local Peering Gateways
Log Async Searches
Log Data Models
Log Groups
Log Rules
Logging Analytics Entities
Logs
Maintenance cycle
Maintenance Scheduling Policies
Maintenance Windows
Managed Database
Managed Database Group
Managed Instance Groups
Management Agent Install Keys
Management Agents
Mappings
Marketplace Publisher Artifact
Marketplace Publisher Listing
Marketplace Publisher Listing Revision
Marketplace Publisher Term
Media Flow
Media Streams
Media Streams CDNs
Media Streams Packaging Configs
Migration Plans
Migrations
Model Deployments
Model Version Sets
Models
Mount Targets
Named Credential
NAT Gateways
Network Firewall Policies
Network Firewalls
Network Security Groups
NFS Storages
NoSQL Tables
Notebook Sessions
OCI Cache Clusters
OKE Clusters
One-off Patches
OpenSearch Clusters
Operator Controls
ORM Configuration Source Providers
ORM Jobs
ORM Private Endpoints
ORM Stacks
ORM Templates
Outbound Connectors
Path Analyzer Test
Pipeline Runs
Pipelines
Pluggable Databases
Policies
PostgreSQL Backups
PostgreSQL Configurations
PostgreSQL Databases
Private Endpoint
Private IPs
Private Resolvers
Private Views
Process Automation Instances
Projects
Protected Databases
Protection Policies
Public IP Pools
Public IPs
Query service project
Queue
Quota Policies
Recovery Service Subnets
Recovery Systems
Remote Agent
Remote Connections
Remote Peering Connections
Replication Schedules
Route Distribution
Route Tables
Rover Cluster
Rover Node
Scheduled Jobs
Scheduled Queries
Schedules
Secrets
Security Attribute Namespace
Security Lists
Security Recipe
Security Zone
Service Gateways
Service Meshes
Shares
Snapshot Policies
Software Sources
Software-Defined Data Centers
Stack Attachment
Storage Gateways
Streams
Subnets
Subscriptions
Tag Defaults
Tag Namespaces
Topics
Traffic Management Steering Policies
TSIG Keys
Unified Agent Configurations
Users
Vaults
Virtual Circuits
Virtual Cloud Networks
Virtual Deployments
Virtual Node Pool
Virtual Service Route Tables
Virtual Services
Visual Builder Instances
Visual Builder Studio Instance
VLANs
VM Clusters
VMware SDDC Clusters
VNICs
Volume Backups
Volume Group Backups
Volume Group Replicas
Volume Groups
WAA Policies
WAF Address List
WAF Certificates
WAF Custom Protection Rule
WAF Network Address Lists
WAF Policies
Web Application Accelerations
Web Application Firewalls
Workstation
Zones
ZPR Policy

AI/ML with Oracle Cloud

AI/ML with Oracle Cloud

Oracle Infrastructure Services

Oracle AI Main services

Generative AI

Generative AI Services

Oracle Data Science + AI + ML Services

Oracle IOT Services

Oracle Data Labeling Services

Oracle Cloud Infrastructure (All Other) Services

Oracle AI & Machine Learning - Trial

Sample Deployment on OCI

Deploy e-Commerce Website on Oracle Cloud

ORACLE RED BULL RACING – Predict the result of the next race

Cloud Shell

OCI CLI Commands

Working with the OCI CLI Container Image

Supported Programming Languages

Using the OCI Software Development Kits (SDKs)

Github Resources for Oracle - OCI SDK.

Code Editor

Configuring Java Versions

Understanding OCI Regions

Understanding Network Access from your Cloud Shell

Getting More Information

Oracle Cloud Infrastructure Available Resource Types

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