Example Curriculum
Section 0: Introduction
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Section 1: Introduction to Prompt Engineering
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- What is Prompt Engineering? (6:24)
- Why is Prompt Engineering Even a Thing? (8:31)
- Breaking GPT (4:02)
- Applied Prompt Engineering (4:24)
- Applied Prompt Engineering with NASA (9:29)
- Why is Prompt Engineering Important to You? (4:06)
- The Latest: Am I Wrong?
- Homework: AlphaGo
- Let's Have Some Fun (+ More Resources)
Section 2: Choose Your LLM
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Option A (Recommended Option): ChatGPT Plus Setup
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Option B (Free Option): Claude Setup
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Option C (Open Source Option): Llama Setup
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Section 3: Guided Project - Build Your First Game (Snake Game)
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Section 4: How LLMs Work
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- Introduction to LLMs - Part 1 (5:44)
- Introduction to LLMs - Part 2 (4:11)
- Tokens (5:17)
- Word Guessing Machines? (5:50)
- Thinking Like LLMs - Roll a Dice (6:56)
- Inside LLMs (11:11)
- The Transformer Model (7:38)
- GPT Meaning
- Exercise: Visualize the LLM Architecture (3:56)
- The Training Process (9:57)
- Base Model vs. Assistant Model (7:06)
- Thinking Like LLMs - The Reversal Curse (5:14)
- Artificial General Intelligence (AGI) (5:28)
- Exercise: Use ChatGPT to Read the Research (4:48)
- The World of LLMs (6:05)
- Implement a New Life System
Section 5: Challenge - Build Your Second Game (Tic Tac Toe with AI opponent)
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Section 6: Our Prompting Framework
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Section 7: Prompting Fundamentals - The Setup
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- The Setup (1:01)
- The System Message - Part 1 (6:07)
- The System Message - Part 2 (5:43)
- Exercise: Strengthen Your System Message (6:42)
- Claude 3's System Message
- Context - What it Is (5:17)
- Context - The Context Window (9:21)
- Context - Lost in the Middle (11:26)
- The Latest: Gemini 1.5's Context Window
- Personas and Roles (8:42)
- Personas - Tone, Style and Voice (11:49)
- Exercise: Talk To Your Hero
- Exercise: Write a Movie Scene
- Custom Instructions (11:14)
- The System Message for Custom Instructions
- Thinking Like LLMs - Can GPT Keep a Secret? (4:45)
- Exercise: Get ChatGPT to Spill the Tea - Part 1 (1:44)
- Exercise: Get ChatGPT to Spill the Tea - Part 2 (1:42)
- Exercise: Get ChatGPT to Spill the Tea - Part 3 (4:24)
- Exercise: Test Techniques for Securing Secrets
- Exercise: Stump Me!
- Case Study: Moderna's Use of ChatGPT
- Course Check-In
Section 8: Prompting Fundamentals - The Instructions
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- The User Message (2:09)
- Be Clear and Specific (3:52)
- Delimiters (5:15)
- Exercise: Identify Delimiters (3:25)
- X-Y Problem (6:10)
- Exercise: Identify X
- Solution: Identify X
- In-Context Training (1:01)
- Zero Shot Prompting (1:47)
- One Shot and Few Shot Prompting (9:48)
- Language Models Are Few-Shot Learners (3:48)
- How Many Examples? (2:23)
- Thinking Like LLMs - But Wait... (5:36)
- Chain-of-Thought Prompting - Part 1 (5:24)
- Chain-of-Thought Prompting - Part 2 (5:45)
- Zero Shot CoT (9:29)
- Exercise: Imposter Syndrome (2:55)
Section 9: Guided Project - Create Your Own Career Coach
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Section 10: Prompting Fundamentals - The Output
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Section 11: LLM Hyperparameters & The OpenAI Playground
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Section 12: Guided Project - Prompting with Autonomous Agents (AutoGPT)
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- Project Introduction
- Setup Instructions
- Setup Demo: Getting Your API Key (2:23)
- Setup Demo: Downloading AutoGPT (1:03)
- Setup Demo: Installing Docker (3:26)
- Launching Your Autonomous Agent - Part 1 (3:25)
- Launching Your Autonomous Agent - Part 2 (1:21)
- It's Aliiiiiive! Running Your Autonomous Agent (4:51)
- Task 1: Hello World - Your First Website (16:17)
- Task 2: Python Program - Palindrome Checker (8:40)
- Task 3: Initialize Your Own Task
Section 13: Open Source Models
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- What Are Open Source LLMs and Why Are They Important? (6:50)
- Chatbot Arena Leaderboard (7:52)
- Battle of the Intelligence Tests (14:38)
- Exercise: Test The Models With Your Specific Use-Case
- Exercise: Create Your Own Test Prompt (Totem) (1:35)
- The Latest - The Best Open Source Model
- Introduction to LMStudio (2:37)
- Setting Up Your Own Model - Part 1 (2:51)
- Setting Up Your Own Model - Part 2 (9:38)
- Exercise: Explore the Guardrails
Section 14: Advanced Prompting Techniques
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What's Next?
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Section 15: Challenge - Build Your Third Game (Flappy Bird)
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LAUNCHING SOON - Section 16: Prompt Testing and Model Evaluation
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Where To Go From Here?
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