What you'll learn

Fundamentals of LLMs: LLM basics, architecture, Prompt Engg, Fine-tuning techniques, fundamentals of code models, Multi-modal LLMs & Language Agents
OCI Gen AI Deep-Dive: Pretrained Foundational Models, Flexible Fine-tuning, Model Inference, Dedicated AI Clusters, Gen AI Security architecture
Build a Conversational Chatbot with OCI Gen AI: Understand RAG, Vector DBs, Semantic Search, Build chatbot, Trace & Evaluate chatbot, deploy on OCI

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Assessments

6 assignments

Taught in English

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There are 3 modules in this course

Explore the core concepts of Large Language Models (LLMs) and dive into the fundamentals of Generative AI.

What's included

30 videos3 assignments

30 videosTotal 221 minutes

Introduction4 minutesPreview module
Module Introduction1 minute
Introduction to Large Language Models4 minutes
LLM Architectures7 minutes
Prompting and Prompt Engineering13 minutes
Issues with Prompting3 minutes
Training6 minutes
Decoding7 minutes
Hallucination4 minutes
LLM Applications9 minutes
Module Introduction0 minutes
Introduction to OCI Generative AI Service8 minutes
Demo: Generative AI service Walkthrough6 minutes
Generation Models 11 minutes
Demo: Generation Models7 minutes
Demo: OCI Generative AI Service Inference API10 minutes
Demo: setting up OCI config for Generative AI API6 minutes
Summarization Models2 minutes
Embedding Models13 minutes
Demo: Summarization and Embedding Models8 minutes
Prompt Engineering11 minutes
Demo: Prompt Engineering with OCI Generative AI11 minutes
Customize LLMs with your data9 minutes
Fine Tuning and Inference in OCI Generative AI11 minutes
Dedicated AI Cluster Sizing and Pricing8 minutes
Demo: Dedicated AI Clusters6 minutes
Fine-tuning configuration6 minutes
Demo: Fine-tuning and Custom Models6 minutes
Demo: Inference using Endpoint5 minutes
OCI Generative AI Security4 minutes

3 assignmentsTotal 40 minutes

Assessment 120 minutes
Fundamentals of Large Language Models10 minutes
OCI Generative AI Service Deep Dive10 minutes

Learn to build LLM applications using OCI Generative AI Services.

What's included

25 videos3 assignments

25 videosTotal 136 minutes

Module Introduction0 minutesPreview module
RAG15 minutes
Vector Databases14 minutes
Keyword Search4 minutes
Semantic Search16 minutes
Module Introduction0 minutes
Chatbot Introduction1 minute
Demo: Chatbot7 minutes
Q&A Chatbot Architecture and basic components.2 minutes
Models , Prompts and Chains4 minutes
Demo:Setup Development Environment2 minutes
Demo: Use Prompts, Models and Chains10 minutes
Extending Chatbot by adding Memory 1 minute
Demo: Using Memory5 minutes
Demo: Using memory with Streamlit5 minutes
Extending Chatbot by adding RAG and Vector Database2 minutes
Demo: RAG - Indexing using Vector Database5 minutes
Demo: RAG - Retrieval and Generation using Vector Database5 minutes
Extending Chatbot by adding RAG + Memory0 minutes
Demo: RAG+Memory+Tracing8 minutes
Demo: Model Evaluation7 minutes
Chatbot Technical Architecture1 minute
Deploy Chatbot to VM2 minutes
Demo: Deploy Chatbot6 minutes
Deploy Chatbot to OCI Data Science 1 minute

3 assignmentsTotal 50 minutes

Assessment 230 minutes
Building Blocks for an LLM Application10 minutes
Build an LLM Application using OCI Generative AI Service10 minutes

The Oracle Cloud Infrastructure Generative AI Professional certification is designed for Software Developers, Machine Learning/AI Engineers, Gen AI Professionals who have a basic understanding of Machine Learning and Deep Learning concepts, familiarity with Python and OCI.