Tree of Thoughts - Part 5 ("Zero Shot" ToT)

Prompt Engineering Bootcamp (Working With LLMs): Zero to Mastery

Section 0: Introduction

Section 1: Introduction to Prompt Engineering

Section 2: Choose Your LLM

Option A (Recommended & Free Option): ChatGPT (GPT-4o) Setup

Option B (Open Source Option): Llama Setup

Section 3: Guided Project - Build Your First Game (Snake Game)

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)
Exercise: The Reversal Curse
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)

Section 6: Our Prompting Framework

Section 7: Prompting Fundamentals - The Setup

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)

Section 13: Open Source Models

Section 14: Advanced Prompting Techniques

Introduction (1:06)
Auto-Priming (10:50)
Chain of Density Prompting (18:16)
Prompt Variables (7:13)
Prompt Chaining (8:38)
Prompt Chaining - Programmatic Visualization (17:40)
Exercise: Prompt Chaining - Customer Support (22:33)
Exercise: Create Your Own Prompt Chain!
Thinking Like LLMs - Dark Magic (9:57)
Exercise: Use Your Magic Powers
XML Tags - There's More Than Meets The Eye! (9:17)
Emotional Stimuli - Part 1 (18:36)
Emotional Stimuli - Part 2 (4:42)
Emotional Stimuli - Part 3 (But Why?) (7:17)
Self-Consistency (13:44)
Exercise: Implement the Self-Consistency Technique
ReAct Prompting (21:34)
ReAct + CoT-SC (16:47)
Applied Prompt Engineering with CRISPR - Part 1 (13:40)
Applied Prompt Engineering with CRISPR - Part 2 (14:52)
Tree of Thoughts - Part 1 (14:56)
Tree of Thoughts - Part 2 (4:56)
Tree of Thoughts - Part 3 (ToT via Code) (11:33)
Tree of Thoughts - Part 4 (ToT via Chaining) (22:11)
Tree of Thoughts - Part 5 ("Zero Shot" ToT) (12:26)

What's Next?

Section 15: Challenge - Build Your Third Game (Flappy Bird)

LAUNCHING SOON - Section 16: Introduction to Prompt Testing and Model Benchmarks

Where To Go From Here?

This lecture is available exclusively for ZTM Academy members.

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