Course curriculum
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1
Introduction
- Course Objective
- Course Handouts (Updated on 2024-10-23)
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2
How to build diffferent LLM AppIications?
- Introduction to Building Different LLM applications
- Prompt Engineering
- Retrieval Augmented Generation
- Finetuning LLMs
- Training LLMs from Scratch
- Quiz
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3
Getting Started with Prompt Engineering
- Introduction to Prompt Engineering
- Set up your machine for Prompt Engineering
- Prompt Engineering with ChatGPT API
- Enabling Conversation with ChatGPT API
- Quiz
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4
Best Practices and Guidelines for Prompt Engineering
- Introduction to Best Practices and Guidelines for Prompt Engineering
- Write Clear and Specific Instructions
- Use Specific Examples
- Vary the Prompts and Iterate
- Use the Delimiters
- Specify Structured Output Format
- Use Temperature Parameter
- Quiz
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5
Prompt Engineering with Open Source LLMs
- Introduction to Prompt Engineering with Open Source LLMs
- Set Up the Machine
- Prompt Engineering Using Open Source LLMs
- Enabling Conversation with Open Source LLMs
- Quiz
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6
Understanding Different Prompt Engineering Techniques
- Introduction to Understanding Different Prompt Engineering Techniques
- Few Shot Prompting
- One Shot Prompting
- Zero Shot Prompting
- Quiz
- Assignment
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7
Building Chatbot on Your Enterprise Data
- Building DHSGPT using Prompt Engineering- Part I
- Building DHSGPT using Prompt Engineering- Part II
- Assignment
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8
Your Feedback Matters!
- Your Feedback Matters!