فهرست مطالب

• Preface
• 1. The Five Principles of Prompting
• Overview of the Five Principles of Prompting
• 1. Give Direction
• 2. Specify Format
• 3. Provide Examples
• 4. Evaluate Quality
• 5. Divide Labor
• Summary
• 2. Introduction to Large Language Models for Text Generation
• What Are Text Generation Models?
• Historical Underpinnings: The Rise of Transformer Architectures
• OpenAI’s Generative Pretrained Transformers
• GPT-4
• Google’s Gemini
• Meta’s Llama and Open Source
• Leveraging Quantization and LoRA
• Mistral
• Anthropic: Claude
• GPT-4V(ision)
• Model Comparison
• Summary
• 3. Standard Practices for Text Generation with ChatGPT
• Generating Lists
• Hierarchical List Generation
• When to Avoid Using Regular Expressions
• Generating JSON
• Filtering YAML Payloads
• Handling Invalid Payloads in YAML
• Diverse Format Generation with ChatGPT
• Explain It like I’m Five
• Universal Translation Through LLMs
• Ask for Context
• Text Style Unbundling
• Identifying the Desired Textual Features
• Generating New Content with the Extracted Features
• Extracting Specific Textual Features with LLMs
• Summarization
• Summarizing Given Context Window Limitations
• Chunking Text
• Chunking Strategies
• Sentence Detection Using SpaCy
• Building a Simple Chunking Algorithm in Python
• Sliding Window Chunking
• Text Chunking Packages
• Text Chunking with Tiktoken
• Encodings
• Estimating Token Usage for Chat API Calls
• Sentiment Analysis
• Least to Most
• Role Prompting
• Benefits of Role Prompting
• Challenges of Role Prompting
• When to Use Role Prompting
• GPT Prompting Tactics
• Classification with LLMs
• Building a Classification Model
• Majority Vote for Classification
• Criteria Evaluation
• Meta Prompting
• Summary
• 4. Advanced Techniques for Text Generation with LangChain
• Introduction to LangChain
• Chat Models
• Streaming Chat Models
• Creating Multiple LLM Generations
• LangChain Prompt Templates
• LangChain Expression Language (LCEL)
• Using PromptTemplate with Chat Models
• Output Parsers
• LangChain Evals
• OpenAI Function Calling
• Parallel Function Calling
• Function Calling in LangChain
• Extracting Data with LangChain
• Query Planning
• Creating Few-Shot Prompt Templates
• Limitations with Few-Shot Examples
• Saving and Loading LLM Prompts
• Data Connection
• Document Loaders
• Text Splitters
• Text Splitting by Length and Token Size
• Text Splitting with Recursive Character Splitting
• Task Decomposition
• Prompt Chaining
• Summary
• 5. Vector Databases with FAISS and Pinecone
• Retrieval Augmented Generation (RAG)
• Introducing Embeddings
• Document Loading
• Memory Retrieval with FAISS
• RAG with LangChain
• Hosted Vector Databases with Pinecone
• Self-Querying
• Alternative Retrieval Mechanisms
• Summary
• 6. Autonomous Agents with Memory and Tools
• Chain-of-Thought
• Agents
• Using LLMs as an API (OpenAI Functions)
• Comparing OpenAI Functions and ReAct
• Agent Toolkits
• Customizing Standard Agents
• Custom Agents in LCEL
• Understanding and Using Memory
• Memory in LangChain
• Other Popular Memory Types in LangChain
• OpenAI Functions Agent with Memory
• Advanced Agent Frameworks
• Callbacks
• Summary
• 7. Introduction to Diffusion Models for Image Generation
• OpenAI DALL-E
• Midjourney
• Stable Diffusion
• Google Gemini
• Text to Video
• Model Comparison
• Summary
• 8. Standard Practices for Image Generation with Midjourney
• Format Modifiers
• Art Style Modifiers
• Reverse Engineering Prompts
• Quality Boosters
• Negative Prompts
• Weighted Terms
• Prompting with an Image
• Inpainting
• Outpainting
• Consistent Characters
• Prompt Rewriting
• Meme Unbundling
• Meme Mapping
• Prompt Analysis
• Summary
• 9. Advanced Techniques for Image Generation with Stable Diffusion
• Running Stable Diffusion
• AUTOMATIC1111 Web User Interface
• Img2Img
• Upscaling Images
• Interrogate CLIP
• SD Inpainting and Outpainting
• ControlNet
• Segment Anything Model (SAM)
• DreamBooth Fine-Tuning
• Stable Diffusion XL Refiner
• Summary
• 10. Building AI-Powered Applications
• AI Blog Writing
• Topic Research
• Expert Interview
• Generate Outline
• Text Generation
• Writing Style
• Title Optimization
• AI Blog Images
• User Interface
• Summary
• Index
• About the Authors