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Prompt Engineering Bootcamp (Working With LLMs): Zero to Mastery
Section 0: Introduction
Learn To Work With LLMs with Scott Kerr (1:00)
Course Introduction (6:19)
Course Resources + Handbook
Exercise: Meet Your Classmates and Instructor
Understanding Your Video Player (notes, video speed, subtitles + more)
Set Your Learning Streak Goal
Section 1: Introduction to Prompt Engineering
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
What I'm Using - Part 1 (1:21)
What I'm Using - Part 2 (OpenAI Playground) (4:02)
Optional: Setting Up Your Playground
Multi-Modality and Tools in LLMs (11:41)
Choose Your LLM!
Option A (Recommended Option): ChatGPT Plus Setup
Getting Started with ChatGPT (1:39)
The Basics of ChatGPT (4:08)
ChatGPT Plus (1:55)
ChatGPT App (1:11)
Option B (Free Option): Claude Setup
Getting Started with Claude (4:27)
Option C (Open Source Option): Llama Setup
Getting Started with Llama
Section 3: Guided Project - Build Your First Game (Snake Game)
Project Introduction (2:13)
Setting Up Your Replit Account (4:44)
Two Important Points
The First Try (4:41)
Building Our Snake Game - Part 1 (6:12)
Building Our Snake Game - Part 2 (5:49)
Exercise: Make It Prettier!
Unlimited Updates
Section 4: How LLMs Work
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)
Challenge Instructions
Section 6: Our Prompting Framework
Overview of Our Prompting Framework (3:30)
The Standard Prompt (4:33)
Prompt Library
Section 7: Prompting Fundamentals - The Setup
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
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
Career Coach Ideation (7:32)
The Setup - Persona (6:02)
The Setup - Context and Commands (5:42)
The Instructions - Modes (12:20)
The Instructions - Chain of Thought (3:51)
The Instructions - Gamify (9:01)
Meet Your Career Coach (19:53)
Exercise: Customize Your Career Coach
Section 10: Prompting Fundamentals - The Output
The Output (1:35)
Length (12:33)
Formats (7:42)
Exercise: Output an Excel File (2:30)
Exercise: Make a Flowchart (4:01)
Jailbreak! (7:25)
Thinking Like LLMs - Prompt Injection (9:17)
Section 11: LLM Hyperparameters & The OpenAI Playground
Introduction to Hyperparameters and the OpenAI Playground (3:15)
Note: Setting Up Your Playground
Temperature (10:25)
Top P (4:08)
Frequency and Presence Penalties (4:38)
Stop Sequences (5:22)
Section 12: Guided Project - Prompting with Autonomous Agents (AutoGPT)
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
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
Introduction (1:06)
Auto-Priming Prompting (10:50)
Chain of Density Prompting (18:16)
Emotional Stimuli Prompting
Tree of Thought Prompting
What's Next?
Let's Keep Learning & Improving!
Section 15: Challenge - Build Your Third Game (Flappy Bird)
Challenge Instructions
LAUNCHING SOON - Section 16: Prompt Testing and Model Evaluation
Here's What's Coming In This Section
Where To Go From Here?
What's Next?
Thank You! (1:17)
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The Latest: Gemini 1.5's Context Window
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