Prompt Engineering Bootcamp (Working With LLMs): Zero to Mastery
27h 8m 45s
English
Paid
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.
Read more about the course
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 | Getting Started with Claude | 04:28 |
17 | Project Introduction | 02:14 |
18 | Setting Up Your Replit Account | 04:45 |
19 | Important Point #1 - Fundamental Truths About LLMs | 02:59 |
20 | Important Point #2 - Models are Non-Deterministic | 04:04 |
21 | The First Try | 04:42 |
22 | Building Our Snake Game - Part 1 | 06:13 |
23 | Building Our Snake Game - Part 2 | 05:50 |
24 | Introduction to LLMs | 05:45 |
25 | Tokens | 05:18 |
26 | Word Guessing Machines? | 05:51 |
27 | Thinking Like LLMs - Roll a Dice | 06:57 |
28 | Inside LLMs | 22:14 |
29 | The Transformer Model | 07:39 |
30 | Exercise: Visualize the LLM Architecture | 03:57 |
31 | The Training Process | 09:58 |
32 | Base Model vs. Assistant Model | 07:07 |
33 | Thinking Like LLMs - The Reversal Curse | 05:15 |
34 | Artificial General Intelligence (AGI) | 05:29 |
35 | Exercise: Use ChatGPT to Read the Research | 04:48 |
36 | The World of LLMs | 06:06 |
37 | Overview of Our Prompting Framework | 03:31 |
38 | The Standard Prompt | 04:34 |
39 | Exercise: Get Hyped to Learn! | 04:05 |
40 | The Setup | 01:02 |
41 | The System Message - Part 1 | 06:08 |
42 | The System Message - Part 2 | 05:44 |
43 | Exercise: Strengthen Your System Message | 06:43 |
44 | Context - What it Is | 05:18 |
45 | Context - The Context Window | 09:22 |
46 | Context - Lost in the Middle | 11:27 |
47 | Personas and Roles | 08:43 |
48 | Personas - Tone, Style and Voice | 11:50 |
49 | Custom Instructions | 11:15 |
50 | Thinking Like LLMs - Can GPT Keep a Secret? | 04:46 |
51 | Exercise: Get ChatGPT to Spill the Tea - Part 1 | 01:45 |
52 | Exercise: Get ChatGPT to Spill the Tea - Part 2 | 01:43 |
53 | Exercise: Get ChatGPT to Spill the Tea - Part 3 | 04:25 |
54 | The User Message | 02:10 |
55 | Be Clear and Specific | 03:53 |
56 | Delimiters | 05:16 |
57 | Exercise: Identify Delimiters | 03:26 |
58 | X-Y Problem | 06:11 |
59 | In-Context Training | 01:02 |
60 | Zero Shot Prompting | 01:48 |
61 | One Shot and Few Shot Prompting | 09:49 |
62 | Language Models Are Few-Shot Learners | 03:49 |
63 | How Many Examples? | 02:24 |
64 | Thinking Like LLMs - But Wait... | 05:37 |
65 | Chain-of-Thought Prompting - Part 1 | 05:25 |
66 | Chain-of-Thought Prompting - Part 2 | 05:46 |
67 | Zero Shot CoT | 09:30 |
68 | Exercise: Imposter Syndrome | 02:57 |
69 | Career Coach Ideation | 07:33 |
70 | The Setup - Persona | 06:03 |
71 | The Setup - Context and Commands | 05:43 |
72 | The Instructions - Modes | 12:21 |
73 | The Instructions - Chain of Thought | 03:52 |
74 | The Instructions - Gamify | 09:02 |
75 | Meet Your Career Coach | 19:54 |
76 | The Output | 01:36 |
77 | Length | 12:34 |
78 | Formats | 07:43 |
79 | Exercise: Output an Excel File | 02:31 |
80 | Exercise: Make a Flowchart | 04:02 |
81 | Introduction to Guardrails and Jailbreaking | 16:33 |
82 | Jailbreak! (The DAN Prompt) | 07:26 |
83 | Many Shot Jailbreaking | 18:10 |
84 | Prompt Injections - Part 1 | 09:37 |
85 | Prompt Injections - Part 2 | 17:43 |
86 | Thinking Like LLMs - Multi-Modal Injection | 09:18 |
87 | Leaking - Part 1 (Prompt Leaking) | 08:36 |
88 | Leaking - Part 2 (Data Leaking) | 18:08 |
89 | Exposure | 05:41 |
90 | Poisoning | 03:19 |
91 | Toxicity | 04:40 |
92 | Hallucinations | 13:32 |
93 | Thinking Like LLMs - Big vs Small | 18:59 |
94 | Challenge: Conduct Your Own Mechanistic Interpretability Research on Hallucinations | 04:35 |
95 | The Model Card | 11:06 |
96 | Model Cards Deep Dive | 14:44 |
97 | Introduction to Hyperparameters and the OpenAI Playground | 03:16 |
98 | Temperature | 10:26 |
99 | Top P | 04:09 |
100 | Frequency and Presence Penalties | 04:39 |
101 | Stop Sequences | 05:23 |
102 | Introduction | 08:43 |
103 | Custom Instructions | 03:14 |
104 | Memory | 10:39 |
105 | The Instruction Hierarchy | 09:07 |
106 | The Latest: Reasoning Models - Use of Developer Message | 11:42 |
107 | The Latest: Research To Prevent ChatGPT from Spilling the Tea | 09:28 |
108 | Replay: Multi-Modality and Tools in LLMs | 16:47 |
109 | Multi-Modality Deep Dive | 01:54 |
110 | Thinking Like LLMs - Attack of the (Voice) Clones | 02:42 |
111 | The Bigger Picture | 18:23 |
112 | Tools & Function Calling - Part 1 | 10:30 |
113 | Tools & Function Calling - Part 2 | 13:43 |
114 | Wrap Up | 03:08 |
115 | What Are Open Source LLMs and Why Are They Important? | 06:51 |
116 | Chatbot Arena Leaderboard | 07:53 |
117 | Battle of the Intelligence Tests | 14:39 |
118 | Exercise: Create Your Own Test Prompt (Totem) | 01:36 |
119 | Introduction to LMStudio | 02:38 |
120 | Setting Up Your Own Model - Part 1 | 02:52 |
121 | Setting Up Your Own Model - Part 2 | 09:39 |
122 | Introduction | 01:07 |
123 | Auto-Priming | 10:51 |
124 | Chain of Density Prompting | 18:17 |
125 | Prompt Variables | 07:14 |
126 | Prompt Chaining | 08:39 |
127 | Prompt Chaining - Programmatic Visualization | 17:41 |
128 | Exercise: Prompt Chaining - Customer Support | 22:34 |
129 | Thinking Like LLMs - Dark Magic | 09:58 |
130 | XML Tags - There's More Than Meets The Eye! | 09:18 |
131 | Emotional Stimuli - Part 1 | 18:37 |
132 | Emotional Stimuli - Part 2 | 04:43 |
133 | Emotional Stimuli - Part 3 (But Why?) | 07:18 |
134 | Self-Consistency | 13:45 |
135 | ReAct Prompting | 21:35 |
136 | ReAct + CoT-SC | 16:48 |
137 | Applied Prompt Engineering with CRISPR - Part 1 | 13:41 |
138 | Applied Prompt Engineering with CRISPR - Part 2 | 14:53 |
139 | Tree of Thoughts - Part 1 | 14:57 |
140 | Tree of Thoughts - Part 2 | 04:57 |
141 | Tree of Thoughts - Part 3 (ToT via Code) | 11:34 |
142 | Tree of Thoughts - Part 4 (ToT via Chaining) | 22:12 |
143 | Tree of Thoughts - Part 5 ("Zero Shot" ToT) | 12:27 |
144 | Introduction to Prompt Testing | 08:33 |
145 | The Importance of Prompt Testing | 04:33 |
146 | Thinking Like LLMs - Schrodinger's Prompt | 19:18 |
147 | Building a Prompt Test | 16:50 |
148 | The Golden Answer | 07:01 |
149 | Model Benchmarks | 11:29 |
150 | Deep Dive: MMLU Benchmark | 14:20 |
151 | Prompt Tests vs. Model Benchmarks? | 04:32 |
152 | The Latest: MMLU Pro | 18:11 |
153 | Evaluating Results - Human Judge | 07:04 |
154 | Evaluating Results - Code Judge | 11:24 |
155 | Evaluating Results - AI Judge | 22:07 |
156 | Deep Dive: LLMs as a Judge - Biases | 22:12 |
157 | Deep Dive: LLMs as a Judge - Prompts | 13:02 |
158 | Thinking Like LLMs - Ex Post Facto Reasoning | 11:47 |
159 | Here. We. Go! | 06:02 |
160 | Introduction to PromptFoo | 06:11 |
161 | Our Prompt Testing Framework | 04:46 |
162 | Our 1st Prompt Test (Adding Prompts, Metrics + Human Judge) - The Setup | 23:10 |
163 | Our 1st Prompt Test (Adding Prompts, Metrics + Human Judge) - The Results | 10:21 |
164 | Our 2nd Prompt Test (Adding New Prompts + Code Judge) - The Setup | 11:41 |
165 | Our 2nd Prompt Test (Adding New Prompts + Code Judge) - The Results | 07:39 |
166 | Our 3rd Prompt Test (Adding 152 Test Cases + AI Judge) - The Setup | 25:37 |
167 | Our 3rd Prompt Test (Adding 152 Test Cases + AI Judge) - The Results | 08:22 |
168 | Our 4th Prompt Test (Adding Multiple Models) - The Setup | 25:59 |
169 | Our 4th Prompt Test (Adding Multiple Models) - The Results | 13:12 |
170 | Our 5th Prompt Test (Adding System Messages) - The Setup | 24:32 |
171 | Our 5th Prompt Test (Adding System Messages) - The Results | 12:23 |
172 | Do You Realize What Just Happened? | 04:26 |
173 | Introduction - Through The Looking Glass... | 08:41 |
174 | Applied Prompt Engineering with The Turing Test | 07:34 |
175 | Mechanistic Interpretability - Part 1 | 13:25 |
176 | Mechanistic Interpretability - Part 2 | 21:00 |
177 | Scaling Laws - Model Size | 12:56 |
178 | Scaling Laws - Dataset Size | 08:05 |
179 | Scaling Laws - Training Compute | 11:50 |
180 | Thank You! | 01:18 |
181 | Setup Demo: Getting Your API Key | 02:24 |
182 | Setup Demo: Downloading AutoGPT | 01:04 |
183 | Setup Demo: Installing Docker | 03:27 |
184 | Launching Your Autonomous Agent - Part 1 | 03:26 |
185 | Launching Your Autonomous Agent - Part 2 | 01:22 |
186 | It's Aliiiiiive! Running Your Autonomous Agent | 04:52 |
187 | Task 1: Hello World - Your First Website | 16:18 |
188 | Task 2: Python Program - Palindrome Checker | 08:41 |
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