Oracle Cloud Infrastructure Generative AI Professional

Oracle Cloud Infrastructure Generative AI Professional

5h 29mIntermediate2025-07-21

Authors

Oracle University

Oracle University

Building Cloud Proficiency on Oracle Cloud Infrastructure

Course details

In this course, build an in-depth technical understanding of Large Language Models (LLMs), including LLM architecture, fine-tuning techniques, code models, multimodal LLMs, and language agents. Explore pretrained foundational models, summarization, embeddings, Dedicated AI Clusters, and the OCI Generative AI security architecture. Enhance your mastery of course material with practical exercises, including building a conversational chatbot using the OCI Generative AI service. Learn how to enhance the chatbot's conversational abilities by integrating memory and implementing RAG with LangChain. Plus, gain the hands-on experience of deploying the chatbot on an OCI compute instance.

Skills covered

Oracle Cloud InfrastructureCloud AdministrationOracleCloud ServicesArtificial Intelligence (AI)Cert PrepCloud Computing

Concepts

Introduction

  • Course overview

Fundamentals of Large Language Models (LLMs)

  • Module introduction
  • Introduction to LLMs
  • LLM architectures
  • Prompting and prompt engineering
  • Issues with prompting
  • Training
  • Decoding
  • Hallucination
  • LLM applications

OCI Generative AI Service

  • Module introduction
  • OCI Generative AI
  • Demo - OCI Generative AI
  • Chat models
  • Demo - Chat models
  • Demo - OCI Generative AI service inference API
  • Demo - Config setup for generative AI inference API
  • Embedding models
  • Demo - Embedding models
  • Prompt engineering
  • Customize LLMs with your data
  • Fine-tuning and inference in OCI Generative AI
  • Dedicated AI cluster sizing and pricing
  • Demo - Dedicated AI clusters
  • Fine-tuning configuration
  • Demo - Fine-tuning and custom models
  • Demo - Inference using endpoint
  • OCI Generative AI security

RAG with OCI Generative AI Service and Oracle 23ai Vector Search

  • OCI Generative AI integrations
  • Retrieval augmented generation (RAG)
  • Process documents
  • Embed and store documents
  • Retrieval and generation
  • Demo - LangChain basics
  • Conversational RAG
  • Demo - RAG with Oracle Database 23ai

Chatbot using OCI Generative AI Agent Service

  • Oracle Generative AI agent lesson
  • Chatbot demo using Object Store
  • Chatbot demo using Oracle 23ai

Conclusion

  • Prepare for OCI Generative AI professional certification
100,000 Toman