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CodeSignal

Building a Chatbot Service With FastAPI

via CodeSignal

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Overview

Transform your chatbot into a service with FastAPI! Step-by-step, you'll create and test components, then integrate them into a seamless FastAPI app. Blend AI with web development for a dynamic user experience.

Syllabus

  • Unit 1: Developing a Robust System Prompt
    • Creating a System Prompt Loader for a Chatbot
    • Testing Error Handling for System Prompt Loading
    • Updating Contextual Information
    • Guiding Chatbot Interactions
    • Adding Constraints to Chatbot Responses
    • Enhancing Chatbot Requirements
  • Unit 2: Implementing a Chat Manager for Efficient Data Handling
    • Implementing ChatManager Methods for Chat Session Management
    • Implementing the Get Conversation Method
    • Enhancing ChatManager with Message Storage
    • Managing and Retrieving Chat Conversations
  • Unit 3: Handling AI Interactions with the Chat Service Layer
    • Implementing Chat Session Creation in ChatService
    • Implementing Message Processing in Chat Service
    • Enhancing AI Response Generation in Chat Service
    • Enhancing AI Context Retention in Multi-Turn Conversations
    • Managing Multiple Chat Sessions for a User
  • Unit 4: Streamlining User Interaction with Chat Controller
    • Ensuring Unique User Sessions
    • Creating a New Chat Session with ChatController
    • Implementing the Send Message Method in ChatController
  • Unit 5: Building a RESTful API for Your Chatbot Service Using FastAPI
    • Creating a Simple RESTful API with FastAPI
    • Integrating Session Management in a RESTful API with FastAPI
    • Create a Chat Route with FastAPI
    • Define a Message Route with FastAPI

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