Tailwinds - The UI for AI
  • Welcome to Tailwinds
    • Chatflows
      • LangChain
        • Agents
          • Airtable Agent
          • AutoGPT
          • BabyAGI
          • CSV Agent
          • Conversational Agent
          • OpenAI Assistant
            • Threads
          • ReAct Agent Chat
          • ReAct Agent LLM
          • Tool Agent
          • XML Agent
        • Cache
          • InMemory Cache
          • InMemory Embedding Cache
          • Momento Cache
          • Redis Cache
          • Redis Embeddings Cache
          • Upstash Redis Cache
        • Chains
          • GET API Chain
          • OpenAPI Chain
          • POST API Chain
          • Conversation Chain
          • Conversational Retrieval QA Chain
          • LLM Chain
          • Multi Prompt Chain
          • Multi Retrieval QA Chain
          • Retrieval QA Chain
          • Sql Database Chain
          • Vectara QA Chain
          • VectorDB QA Chain
        • Chat Models
          • AWS ChatBedrock
          • Azure ChatOpenAI
          • NIBittensorChat
          • ChatAnthropic
          • ChatCohere
          • Chat Fireworks
          • ChatGoogleGenerativeAI
          • ChatGooglePaLM
          • Google VertexAI
          • ChatHuggingFace
          • ChatMistralAI
          • ChatOllama
          • ChatOllama Funtion
          • ChatOpenAI
          • ChatOpenAI Custom
          • ChatTogetherAI
          • GroqChat
        • Document Loaders
          • API Loader
          • Airtable
          • Apify Website Content Crawler
          • Cheerio Web Scraper
          • Confluence
          • Csv File
          • Custom Document Loader
          • Document Store
          • Docx File
          • Figma
          • FireCrawl
          • Folder with Files
          • GitBook
          • Github
          • Json File
          • Json Lines File
          • Notion Database
          • Notion Folder
          • Notion Page
          • PDF Files
          • Plain Text
          • Playwright Web Scraper
          • Puppeteer Web Scraper
          • AWS S3 File Loader
          • SearchApi For Web Search
          • SerpApi For Web Search
          • Spider Web Scraper/Crawler
          • Text File
          • Unstructured File Loader
          • Unstructured Folder Loader
          • VectorStore To Document
        • Embeddings
          • AWS Bedrock Embeddings
          • Azure OpenAI Embeddings
          • Cohere Embeddings
          • Google GenerativeAI Embeddings
          • Google PaLM Embeddings
          • Google VertexAI Embeddings
          • HuggingFace Inference Embeddings
          • MistralAI Embeddings
          • Ollama Embeddings
          • OpenAI Embeddings
          • OpenAI Embeddings Custom
          • TogetherAI Embedding
          • VoyageAI Embeddings
        • LLMs
          • AWS Bedrock
          • Azure OpenAI
          • NIBittensorLLM
          • Cohere
          • GooglePaLM
          • GoogleVertex AI
          • HuggingFace Inference
          • Ollama
          • OpenAI
          • Replicate
        • Memory
          • Buffer Memory
          • Buffer Window Memory
          • Conversation Summary Memory
          • Conversation Summary Buffer Memory
          • DynamoDB Chat Memory
          • MongoDB Atlas Chat Memory
          • Redis-Backed Chat Memory
          • Upstash Redis-Backed Chat Memory
        • Moderation
          • OpenAI Moderation
          • Simple Prompt Moderation
        • Output Parsers
          • CSV Output Parser
          • Custom List Output Parser
          • Structured Output Parser
          • Advanced Structured Output Parser
        • Prompts
          • Chat Prompt Template
          • Few Shot Prompt Template
          • Prompt Template
        • Record Managers
        • Retrievers
          • Cohere Rerank Retriever
          • Embeddings Filter Retriever
          • HyDE Retriever
          • LLM Filter Retriever
          • Multi Query Retriever
          • Prompt Retriever
          • Reciprocal Rank Fusion Retriever
          • Similarity Score Threshold Retriever
          • Vector Store Retriever
          • Voyage AI Rerank Retriever
        • Text Splitters
          • Character Text Splitter
          • Code Text Splitter
          • Html-To-Markdown Text Splitter
          • Markdown Text Splitter
          • Recursive Character Text Splitter
          • Token Text Splitter
        • Tools
          • BraveSearch API
          • Calculator
          • Chain Tool
          • Chatflow Tool
          • Custom Tool
          • Exa Search
          • Google Custom Search
          • OpenAPI Toolkit
          • Python Interpreter
          • Read File
          • Request Get
          • Request Post
          • Retriever Tool
          • SearchApi
          • SearXNG
          • Serp API
          • Serper
          • Web Browser
          • Write File
        • Vector Stores
          • AstraDB
          • Chroma
          • Elastic
          • Faiss
          • In-Memory Vector Store
          • Milvus
          • MongoDB Atlas
          • OpenSearch
          • Pinecone
          • Postgres
          • Qdrant
          • Redis
          • SingleStore
          • Supabase
          • Upstash Vector
          • Vectara
          • Weaviate
          • Zep Collection - Open Source
          • Zep Collection - Cloud
      • LlamaIndex
        • Agents
          • OpenAI Tool Agent
          • Anthropic Tool Agent
        • Chat Models
          • AzureChatOpenAI
          • ChatAnthropic
          • ChatMistral
          • ChatOllama
          • ChatOpenAI
          • ChatTogetherAI
          • ChatGroq
        • Embeddings
          • Azure OpenAI Embeddings
          • OpenAI Embedding
        • Engine
          • Query Engine
          • Simple Chat Engine
          • Context Chat Engine
          • Sub-Question Query Engine
        • Response Synthesizer
          • Refine
          • Compact And Refine
          • Simple Response Builder
          • Tree Summarize
        • Tools
          • Query Engine Tool
        • Vector Stores
          • Pinecone
          • SimpleStore
    • Agentflows
      • Multi-Agents (Supervisor/Worker)
      • Sequential Agents
    • API
      • Chatflows and APIs
    • Document Stores
    • Embed
      • Rate Limit
    • API Streaming
    • Analytics
    • Credentials
      • Amazon Bedrock Credential Setup
      • IBM Watsonx.AI Credential Setup
    • Variables
    • Utilities
      • Custom JS Function
      • Set/Get Variable
      • If Else
      • Sticky Note
    • Example Flows
      • Calling Children Flows
      • Calling Webhook
      • Interacting with API
      • Multiple Documents QnA
      • SQL QnA
      • Upserting Data
      • Web Scrape QnA
    • Monitoring & Auditing
      • Configuring Monitoring and Traces
    • Tailwinds Security and Deployment
  • Release Notes
    • 12/17/2024 - v2.2.1
    • 10/11/2024 - v2.1.2
    • 9/27/2024- v2.1
    • 8/16/2024 - v2.0.5
  • Demos and Use-cases
    • Create a Basic Chatbot
    • Build an AI-Powered Translator
    • Create research-powered call scripts
    • Extract information from Medical Documents
    • Identify ICD10 medical codes
  • GenAI University
    • Syllabus
    • 101-Prompt Engineering
    • 101-System Prompts
    • 101-Human (User) Prompts
    • 101-Context Window
    • 101-Prompt Chains
    • 201-Documents and Vector Databases (RAG)
    • 301-AI Agents
    • 301-Agent Tools
    • 401-Multi-Agent
Powered by GitBook
On this page
  • Welcome to GenAI University!
  • What are Large Language Models?
  • Key Concepts
  • Why Use LLMs and AI Agents?
  • Getting Started

Was this helpful?

  1. GenAI University

Syllabus

Welcome to GenAI University!

This guide will introduce you to the world of Large Language Models (LLMs), AI Agents, and how to use them effectively. Whether you're a curious beginner or looking to enhance your skills, we've got you covered.

What are Large Language Models?

Large Language Models are advanced AI systems trained on vast amounts of text data. They can understand and generate human-like text, answer questions, and assist with various tasks.

Key Concepts

  1. System Prompts: Instructions that set the context and behavior for the LLM.

  2. Human Prompts: The specific questions or requests you give to the LLM.

  3. Prompt Chains: A series of prompts designed to guide the LLM through complex tasks.

  4. Document Integration: Using LLMs to analyze and work with external documents.

  5. AI Agents: Advanced systems that use LLMs to perform actions and make decisions.

  6. Tool Use: The ability of AI Agents to interact with external tools and APIs.

  7. Multi-Agent: Orchestrating a collection of AI Agents to work towards a common goal.

Why Use LLMs and AI Agents?

  • Enhance productivity by automating text-based tasks

  • Generate creative content and ideas

  • Analyze and summarize large amounts of information quickly

  • Provide instant answers and assistance on various topics

  • Perform complex, multi-step tasks with AI Agents

  • Integrate AI capabilities with external tools and services

Getting Started

To begin your journey with LLMs and AI Agents, explore the following topics:

  1. Demystifying Prompt Engineering

  2. Understanding System Prompts

  3. Crafting Effective Human Prompts

  4. Understanding Context Windows

  5. Designing Prompt Chains

  6. Working with Documents and LLMs

  7. Introduction to AI Agents

  8. AI Agent Tool Use and Integration

  9. Multi-Agent Solutions

PreviousIdentify ICD10 medical codesNext101-Prompt Engineering

Last updated 9 months ago

Was this helpful?

Page cover image