Generative AI for Business Application
Generative AI for Business Application is a self-paced, on-demand program focused on providing the foundational insights and knowledge necessary to imagine AI-driven business applications
Offered by UC Irvine’s Leadership Development Institute, Generative AI for Business Application is a self-paced, fully on-demand, digital program. This course features a curriculum that provides both theoretical and practical knowledge in generative AI. Taught by a unique blend of top academic and industry professionals, participants will gain the necessary insights to begin imagining applications for business.The program delves into the world of large language models (LLMs), and explores pathways for new accelerated value creation. Upon completion participants will receive an Official Certificate in Generative AI by UC Irvine's Paul Merage School of Business - Leadership Development Institute.
Designed to meet the needs of today's fast-paced environment. Learn on your pace and become part of a larger community of learners
100% On-Demand: Learn at the speed that suits you with our self-paced program
Advanced AI Certificate: UC Irvine Paul Merage School of Business Official Certificate Granted upon Completion
UC Irvine Faculty: Get exclusive knowledge from top academic minds in the field
On-Demand, Self-Paced Program Experience
Module One Introduction
Session One: What is AI?
Session Two: Prompt Engineering, RAG + TAG
Session Three: Opening the GenAI Blackbox (Part 1)
Session Four: Opening the GenAI Blackbox (Part 2)
Session Five: Economics of Generative AI
Session Six: Use Cases for Generative AI
Module One Final Quiz
Extra Content 1: What Is Generative AI?
Extra Content 2: AI Transforming the World of Work
Extra Content 3: What is Coming After GPT-4o?
Module Two Introduction
Session One: Advanced Prompt Engineering
Session Two: Prompt Design
Session Three: Advanced Techniques
Session Four: Tree of Thought Prompting
Session Five: Prompt Tunning & Refinement
Session Six: Recap
Module Two Final Quiz
Extra Content 1: 4 Methods of Prompt Engineering
Extra Content 2: Use AI as a Creative or Expert Partner
Extra Content 3: Discover Prompt Engineering
Module Three Introduction
Session One: Taxonomy Augmented Generation (TAG)
Session Two: LLM with Unsupervised and Supervised Classification
Session Three: LLM and Supervised Classification with Description
Session Four: LLM and Supervised Classification Multi-Shot
Session Five: LLM with Taxonomy Augmented Generation (TAG)
Session Six: LLM with TAG Summary
Module Three Final Quiz
Extra Content 1: Introduction to Large Language Models
Extra Content 2: Context Optimization vs LLM Optimization
Extra Content 3: Supervised vs Unsupervised Learning
Module Four Introduction
Session One: Challenges with LLMs
Session Two: Internal vs External Models
Session Three: Building a RAG System
Session Four: RAG Use Cases
Session Five: Data Extraction, Chunkification & Embedding
Session Six: Applying Embeddings & Vector Databases
Module Four Final Quiz
Extra Content 1: What is Retrieval-Augmented Generation
Extra Content 2: How to Use Retrieval Augmented Generation (RAG)
Extra Content 3: Using RAG Expansion to Improve Model Seed & Accuracy
Module Five Introduction
Session One: AI Application & Key Components
Session Two: AI Governance Framework
Session Three: LLM Testing Framework
Session Four: LLM Model Evaluation and Measurements
Session Five: Collaboration Strategies
Session Six: AI Governance Summary
Module Five Final Quiz
Extra Content 1: Introduction to Responsible AI
Extra Content 2: How Responsible AI Can Prepare You for AI Regulations
Extra Content 3: Ethics of AI Challenges and Governance
Module Six Introduction
Session One: Building GenAI Solutions with TAG and RAG
Session Two: GenAI Integration with Third Party Systems
Session Three: Combining Generative and Predictive AI
Session Four: Full Stack AI Frameworks
Session Five: Agentic Framework
Session Six: Course Summary
Module Six Final Quiz
Extra Content 1: The Rise of AI Agents and Agentic Reasoning
Extra Content 2: Transform Your Business with Agentic AI
Extra Content 3: The Truth on AI Agents with Marc Benioff
Leading Global Experts in the Field of Information Systems, Data and Generative AI