Introduction to Large Language Models
Explore large language models, their components, and challenges in enterprise. Learn embeddings, vector databases, and customization techniques for specific tasks.
Introduction
Learning Objectives
How Do Machines Learn?
How Are Semantic Relationships Captured?
Quiz: Human vs. Machine Understanding
Tokenization
Activity – Decode Your Words
Embeddings
Tokens Vs. Embeddings
Vector Databases
What Are Large Language Models?
Prompt Engineering
Quiz: From Tokens to Meaning
Customizing LLMs
Training Models from Scratch
In-Context Learning
Fine-Tuning Models
Retrieval-Augmented Generation
Quiz: Customizing Large Language Models
Expectations vs. Reality of AI Adoption
Types of Challenges
Human Behavior Challenges
Business Challenges
Prompting Challenges
Quiz: AI Governance and Security
Graded Quiz