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Vega Information Technology & Management Institute

Oracle Cloud Infrastructure Generative AI Certified Professional

Machine Learning

Welcome to the OCI Generative AI Certification Course!

By completing this learning path, you will gain the expertise to:

  • Master Large Language Models (LLMs): Understand core LLM concepts, architectures, and advanced application techniques.

  • Leverage the OCI Generative AI Service: Gain hands-on proficiency in Oracle Cloud Infrastructure’s generative AI ecosystem.

  • Build Production-Ready Chatbots: Design and deploy a Retrieval-Augmented Generation (RAG) powered conversational chatbot.

Prerequisites

  • A foundational understanding of Machine Learning and Deep Learning concepts.

  • Familiarity with Python programming.

What You Will Learn

1. Fundamentals of Large Language Models (LLMs)

  • Explore LLM basics, underlying architectures, prompt engineering, and fine-tuning methodologies.

  • Dive into code-generation models, multi-modal LLMs, and autonomous language agents.

2. OCI Generative AI Deep-Dive

  • Work with pretrained foundational models tailored for text generation, summarization, and embeddings.

  • Master flexible fine-tuning (including T-Few techniques), model inference, dedicated AI clusters, and robust security architectures.

3. Building a Conversational Chatbot

  • Learn the mechanics of RAG, vector databases, and semantic search.

  • Use the LangChain framework to integrate prompts, models, memory, and chains.

  • Trace, evaluate, and successfully deploy your chatbot on OCI.

Exam Details

  • Exam Code: 1Z0-1127

  • Format: 50 to 88 multiple-choice questions

  • Time Limit: 90 minutes

  • Passing Score: 68%

Core Exam Topics

  • LLM Fundamentals: Core transformer architectures, neural networks, fine-tuning methods (including T-Few), and multimodal models.

  • OCI Generative AI Service: Deploying pre-trained foundational models, managing Dedicated AI Clusters, and handling inference.

  • Retrieval-Augmented Generation (RAG): Implementing semantic search, vector databases, and LangChain frameworks with Oracle Database.

  • Security & Governance: Securing AI workflows and understanding the OCI Generative AI security architecture.

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