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
Introduction
How Do Machines See?
How Do Machines Read?
Quiz
Introduction
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
Graded Quiz
Slide Deck – Understanding the LLM Landscape
Slide Deck – Key Challenges in Adoption of LLMs
Reference Materials