Introduction to Prompt Engineering
Course Content
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Applications of LLMs
Popular Modern LLMs
What Are Large Language Models
Introduction to Large Language Models (LLMs) and Prompt Engineering Introduction
Introduction to Semantic Search
Building a Semantic Search System
Optimizing Semantic Search with Cross-Encoders and Fine-Tuning
Working with Prompts Across Models
Introduction to Prompt Engineering
Building a Retrieval-Augmented Generation Bot with ChatGPT and GPT-4
Introduction to Retrival Augmented Generation (RAG)
Building a RAG Bot
Using Open Source Models with RAG
Expanding into AI Agents
Batch Prompting + Prompt Chaining
InputOutput Validation
Chain-of-Thought Prompting
Preventing Prompt Injection Attacks
Assessing an LLM's Encoded Knowledge Level
Introduction to Large Language Models (LLMs) and Prompt Engineering Summary