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 See?
How Do Machines Read?
How Are These Relationships Captured?
Quiz
Tokenization
Activity – Decode your words
Embeddings
Tokens Vs. Embeddings
Vector Databases
What Are Large Language Models?
Prompt Engineering
Quiz
Customizing LLMs
Training Models from Scratch
In-Context Learning
Fine-Tuning Models
Retrieval-Augmented Generation
Quiz
Prologue
Types of Challenges
Human Behavior Challenges
Business Challenges
Prompting Challenges
Quiz
Graded Quiz