Prompt Engineering Bootcamp (Working With LLMs): Zero to Mastery
14h 24m 46s
English
Paid
July 9, 2024
Stop memorizing random prompts. Instead, learn how Large Language Models (LLMs) actually work and how to use them effectively. This course will take you from beginner to mastering LLMs by teaching you how to create your own AI tools that will take your career to the next level.
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Learn how to work with LLMs and AI. We guarantee you that this is the most comprehensive and up-to-date prompt engineering bootcamp course. You're going to learn the skills needed to be in the top 10% of using AI in the real world.
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# | Title | Duration |
---|---|---|
1 | Learn To Work With LLMs with Scott Kerr | 01:01 |
2 | Course Introduction | 06:20 |
3 | What is Prompt Engineering? | 06:25 |
4 | Why is Prompt Engineering Even a Thing? | 08:32 |
5 | Breaking GPT | 04:03 |
6 | Applied Prompt Engineering | 04:25 |
7 | Applied Prompt Engineering with NASA | 09:30 |
8 | Why is Prompt Engineering Important to You? | 04:07 |
9 | What I'm Using - Part 1 | 01:22 |
10 | What I'm Using - Part 2 (OpenAI Playground) | 04:03 |
11 | Multi-Modality and Tools in LLMs | 11:42 |
12 | Getting Started with ChatGPT | 01:40 |
13 | The Basics of ChatGPT | 04:09 |
14 | ChatGPT App | 01:12 |
15 | Optional: ChatGPT Plus | 01:56 |
16 | Project Introduction | 02:14 |
17 | Setting Up Your Replit Account | 04:45 |
18 | The First Try | 04:42 |
19 | Building Our Snake Game - Part 1 | 06:13 |
20 | Building Our Snake Game - Part 2 | 05:50 |
21 | Introduction to LLMs - Part 1 | 05:45 |
22 | Introduction to LLMs - Part 2 | 04:12 |
23 | Tokens | 05:18 |
24 | Word Guessing Machines? | 05:51 |
25 | Thinking Like LLMs - Roll a Dice | 06:57 |
26 | Inside LLMs | 11:12 |
27 | The Transformer Model | 07:39 |
28 | Exercise: Visualize the LLM Architecture | 03:57 |
29 | The Training Process | 09:58 |
30 | Base Model vs. Assistant Model | 07:07 |
31 | Thinking Like LLMs - The Reversal Curse | 05:15 |
32 | Artificial General Intelligence (AGI) | 05:29 |
33 | Exercise: Use ChatGPT to Read the Research | 04:48 |
34 | The World of LLMs | 06:06 |
35 | Overview of Our Prompting Framework | 03:31 |
36 | The Standard Prompt | 04:34 |
37 | Exercise: Get Hyped to Learn! | 04:05 |
38 | The Setup | 01:02 |
39 | The System Message - Part 1 | 06:08 |
40 | The System Message - Part 2 | 05:44 |
41 | Exercise: Strengthen Your System Message | 06:43 |
42 | Context - What it Is | 05:18 |
43 | Context - The Context Window | 09:22 |
44 | Context - Lost in the Middle | 11:27 |
45 | Personas and Roles | 08:43 |
46 | Personas - Tone, Style and Voice | 11:50 |
47 | Custom Instructions | 11:15 |
48 | Thinking Like LLMs - Can GPT Keep a Secret? | 04:46 |
49 | Exercise: Get ChatGPT to Spill the Tea - Part 1 | 01:45 |
50 | Exercise: Get ChatGPT to Spill the Tea - Part 2 | 01:43 |
51 | Exercise: Get ChatGPT to Spill the Tea - Part 3 | 04:25 |
52 | The User Message | 02:10 |
53 | Be Clear and Specific | 03:53 |
54 | Delimiters | 05:16 |
55 | Exercise: Identify Delimiters | 03:26 |
56 | X-Y Problem | 06:11 |
57 | In-Context Training | 01:02 |
58 | Zero Shot Prompting | 01:48 |
59 | One Shot and Few Shot Prompting | 09:49 |
60 | Language Models Are Few-Shot Learners | 03:49 |
61 | How Many Examples? | 02:24 |
62 | Thinking Like LLMs - But Wait... | 05:37 |
63 | Chain-of-Thought Prompting - Part 1 | 05:25 |
64 | Chain-of-Thought Prompting - Part 2 | 05:46 |
65 | Zero Shot CoT | 09:30 |
66 | Exercise: Imposter Syndrome | 02:57 |
67 | Career Coach Ideation | 07:33 |
68 | The Setup - Persona | 06:03 |
69 | The Setup - Context and Commands | 05:43 |
70 | The Instructions - Modes | 12:21 |
71 | The Instructions - Chain of Thought | 03:52 |
72 | The Instructions - Gamify | 09:02 |
73 | Meet Your Career Coach | 19:54 |
74 | The Output | 01:36 |
75 | Length | 12:34 |
76 | Formats | 07:43 |
77 | Exercise: Output an Excel File | 02:31 |
78 | Exercise: Make a Flowchart | 04:02 |
79 | Jailbreak! | 07:26 |
80 | Thinking Like LLMs - Prompt Injection | 09:18 |
81 | Introduction to Hyperparameters and the OpenAI Playground | 03:16 |
82 | Temperature | 10:26 |
83 | Top P | 04:09 |
84 | Frequency and Presence Penalties | 04:39 |
85 | Stop Sequences | 05:23 |
86 | Setup Demo: Getting Your API Key | 02:24 |
87 | Setup Demo: Downloading AutoGPT | 01:04 |
88 | Setup Demo: Installing Docker | 03:27 |
89 | Launching Your Autonomous Agent - Part 1 | 03:26 |
90 | Launching Your Autonomous Agent - Part 2 | 01:22 |
91 | It's Aliiiiiive! Running Your Autonomous Agent | 04:52 |
92 | Task 1: Hello World - Your First Website | 16:18 |
93 | Task 2: Python Program - Palindrome Checker | 08:41 |
94 | What Are Open Source LLMs and Why Are They Important? | 06:51 |
95 | Chatbot Arena Leaderboard | 07:53 |
96 | Battle of the Intelligence Tests | 14:39 |
97 | Exercise: Create Your Own Test Prompt (Totem) | 01:36 |
98 | Introduction to LMStudio | 02:38 |
99 | Setting Up Your Own Model - Part 1 | 02:52 |
100 | Setting Up Your Own Model - Part 2 | 09:39 |
101 | Introduction | 01:07 |
102 | Auto-Priming | 10:51 |
103 | Chain of Density Prompting | 18:17 |
104 | Prompt Variables | 07:14 |
105 | Prompt Chaining | 08:39 |
106 | Prompt Chaining - Programmatic Visualization | 17:41 |
107 | Exercise: Prompt Chaining - Customer Support | 22:34 |
108 | Thinking Like LLMs - Dark Magic | 09:58 |
109 | XML Tags - There's More Than Meets The Eye! | 09:18 |
110 | Emotional Stimuli - Part 1 | 18:37 |
111 | Emotional Stimuli - Part 2 | 04:43 |
112 | Emotional Stimuli - Part 3 (But Why?) | 07:18 |
113 | Self-Consistency | 13:45 |
114 | ReAct Prompting | 21:35 |
115 | ReAct + CoT-SC | 16:48 |
116 | Applied Prompt Engineering with CRISPR - Part 1 | 13:41 |
117 | Applied Prompt Engineering with CRISPR - Part 2 | 14:53 |
118 | Tree of Thoughts - Part 1 | 14:57 |
119 | Tree of Thoughts - Part 2 | 04:57 |
120 | Tree of Thoughts - Part 3 (ToT via Code) | 11:34 |
121 | Tree of Thoughts - Part 4 (ToT via Chaining) | 22:12 |
122 | Tree of Thoughts - Part 5 ("Zero Shot" ToT) | 12:27 |
123 | Thank You! | 01:18 |
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