IIRF Online > Development > Software Development Tools > Prompt Engineering > The Complete Prompt Engineering for AI Bootcamp (2024)
The Complete Prompt Engineering for AI Bootcamp (2024) by Udemy
Learn practical coding skills for working professionally with AI, including GPT-4, Stable Diffusion, and GitHub Copilot.
Course Highlights
- Learn the strengths and weaknesses of ChatGPT, Midjourney, GitHub Copilot, Stable Diffusion & other major models.
- Recognize the "Five Principles of Prompting", as well as common tips & tricks for professional grade output.
- Apply what you’ve learned to generate new AI products in 15+ real-world projects for both text and image generation use cases.
- Understand the Python coding patterns and tooling you need to run and scale AI reliably in production, and start working as an AI Engineer.
Skills you will learn!
Curriculum
6 Topics
Introduction to the course
What is Prompt Engineering?
Accessing resources and prompts
Optional videos to only do if you know coding
ChatGPT AI Prompt Pack - 690 Effective Prompts
Find a prompt that fails
7 Topics
Providing Examples
Giving Direction
Formatting Responses
Evaluating Quality
Chaining AIs
The Five Principles of Prompting - 1 Pager
Fix your failing prompt
3 Topics
What are Tokens?
Log Probabilities
AI Hallucinations
16 Topics
List Generation
Sentiment Analysis
Explain It Like I'm Five
Least to Most
Writing Clear Instructions - Detailed Instructions
Writing Clear Instructions - Specifying the Steps
Writing Clear Instructions - Delimiters
Writing Clear Instructions - Specifying Length
Let's Think Step by Step
Role Prompting
Ask for Context
Question Rewriting
Pre-Warming Chats
Progressive Summarization
Overcoming the Token Limit in ChatGPT
Tell me a funny joke
10 Topics
Meta Prompting
Chain of Thought Reasoning
Advanced List Generation - Coding
Prompt Optimization - Coding
Overcoming Token Limit - ChatGPT Chunking - Coding
Vector Databases - Coding
Reason and Act (ReAct) - Coding
Recursive Re-prompting and Revision - Coding
Information Retrieval with Vector Databases - Coding
Automatic Prompt Engineer
25 Topics
What Is LangChain? - Coding
Installation - Coding
Chat Models - Coding
Chat Prompt Templates - Coding
Streaming - Coding
Output Parsers - Coding
Simple Chains - Coding
Router Chain - Coding
Sequential Chain - Coding
Transformation Chain - Coding
Summarizing Large Amounts of Text - Coding
Document Loaders Text Splitting & Creating LangChain Documents - Coding
Tagging Documents - Coding
Tracing with LangSmith - Coding
LangChain Hub - LangSmith - Coding
LCEL - Conditional Logic Branching & Merging - Coding
LCEL - Chat Message History & Memory - Coding
LCEL - Creating Multiple Chains - Coding
LCEL - Chat Models itemgetter & RAG - Coding
LCEL - The Runnable Protocol - Coding
Using JSON Mode with LangChain - Coding
Exercise - Using JSON Mode with LangChain - Coding
LCEL - with JSON Mode - Coding
LCEL - with OpenAI Functions & JSON mode - Coding
Exercise - LCEL - with OpenAI Functions & JSON mode - Coding
13 Topics
Create an entire ebook
SEO Blog Articles
Thought Leadership Posts
AI Blog Post Creation - Coding
Summarizing Text - Coding
Summarizing An Entire Book - Coding
Review Classification - Coding
Using an Open-Source LLM - Coding
Transcribing audio from a Youtube Video - Coding
Talk to my documents - Coding
Fine-Tuning on Writing Style - Coding
Adcopy Writing - Coding
Social Media Posting - Coding
9 Topics
Style Modifiers
Quality Boosters
Negative Prompts
Weighted Terms
Prompt Rewriting
Inpainting
Outpainting
Realistic Models
Consistent Characters
16 Topics
Midjourney Outpainting (Zoom Out / Pan)
Midjourney Inpainting (Vary Region)
Meme Unbundling
Meme Mapping
Permutations Prompts
Prompt Reverse-Engineering
Prompt Token Analysis
X/Y/Z Prompt Grids
AUTOMATIC1111 - Coding
Advanced Inpainting
ControlNet
ControlNet Inpainting
Segment Anything
Textual Inversion - Coding
Dreambooth - Coding
Migrating to Stable Diffusion XL in AUTOMATIC1111 - Coding
8 Topics
AI Custom Illustrations
Making a Brand Logo
AI Stock Photos
Runway - Creating b-roll footage
Making a Brand Logo - Coding
Product Placement - Coding
Tagging Ad Creative - Coding
AI Profile Picture - Coding
9 Topics
What is ChatGPT?
Prompting ChatGPT
ChatGPT Capabilities and Limitations
ChatGPT Code Interpreter (for ChatGPT plus customers only)
ChatGPT Web Browsing/Plugins (for ChatGPT plus customers only)
ChatGPT Shortcuts
ChatGPT Custom Instructions
ChatGPT - DALL-E 3
ChatGPT - GPT-V (Vision)
3 Topics
What is GPT-4?
Prompting GPT-4
GPT-4 Capabilities and Limitations
3 Topics
What is Midjourney?
Prompting Midjourney
Midjourney Capabilities and Limitations
3 Topics
What is Stable Diffusion?
Prompting Stable Diffusion - Coding
Stable Diffusion Capabilities and Limitations
3 Topics
What is DALL-E 2?
Prompting DALL-E 2
DALL-E 2 Capabilities and Limitations
6 Topics
What is GitHub Copilot? - Coding
Installing Copilot - Coding
Prompting GitHub Copilot - Coding
GitHub Copilot Capabilities and Limitations - Coding
Github Copilot - Editing Features - Coding
Github Copilot Chat + Custom Prompts
12 Topics
What is Google Bard?
What is Meta LLaMA 2?
What is Anthropic Claude?
Runway ML
What is Microsoft 'New' Bing?
What is Tencent ARC?
What is Google Vision?
What is OpenAI Whisper?
What is Falcon?
Text Generation WebUI - Coding
What is Mistral 7B?
Testing Open-Source Models
3 Topics
Prompt Engineering
Prompt Optimization
Prompt Experiment
1 Topic
Prompt Injection
3 Topics
AI Resource Hub
Sources of Inspiration
Next steps after the course
The Complete Prompt Engineering for AI Bootcamp (2024)
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