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Generative AI - Coggle Diagram
Generative AI
LLM powered Data science projects
Text Summarization
Write Blog
Write book
Book Summarization
Review classification
Augmented LLM
PAL(Program aided language model)
python interpreter
ReAct framework
Reason and Act
LangChain framework
System message
Chatmodel
Prompt template
Streaming
Output parser
Document loader and text splitter
Tagging document
LangSmith
Tracing
Langchain Hub
Langchain expression language (LCEL)
Runnable protocal
Chatmodel and RAG
Chat message history and memory
Multiple Chains
Branching and merging
json mode
Exercise
Coding
Function
Retrieval-Augmented Generation （RAG）
LLM
Reasoning
Summarize
Generate
External API
SQL
Document
Web
LLM
GPT
Bert
Llama
Tuning
Prompt Engineering
Provide example: Zero shot/One shot/Two shots...
Chain of thoughts reasoning
Break down problem into steps with example
Give direction and formatting response
delimited by triple quotes
Think step by step
Role prompting
Let ChatGPT ask me specific questions
Set temperature, probability
Avoid hallucination
Meta prompt: From result to generate prompt
Vector database
Long term memory
Recursive reprompting and revision
Prompt injection in Notion
Prompt Tuning
Reinforcement learning human feedback (RLHF aligned model)
Helpful LLM
Constitutional LLM
Responsible AI
Evaluate LLM