Autonomous HR Chatbot
Description
An autonomous HR chatbot built with ChatGPT, LangChain, Pinecone, and Streamlit. It answers HR queries using various tools, including timekeeping policies, employee data, and a calculator, providing efficient and accurate HR assistance.
Key Features
- Advanced Technology Stack
- ChatGPT (GPT-3.5-turbo): Powers the natural language understanding and generation
- LangChain: Provides the framework for building LLM-based applications
- Pinecone: Serves as the vector database for storing and retrieving embeddings
- Streamlit: Offers a user-friendly front-end interface
- Powerful HR Tools
- Timekeeping Policies: Accesses a sample HR policy document with embeddings created using OpenAI's text-embedding-ada-002 model
- Employee Data Management: Utilizes a CSV file with dummy employee data, manipulated using LangChain's PythonAstREPLTool
- Calculator: Incorporates LangChain's LLMMathChain for mathematical operations
- Benefits and Use Cases
- 24/7 HR Support: Provides instant answers to employee queries, reducing the workload on HR staff
- Consistent Information: Ensures all employees receive uniform and up-to-date HR information
- Data-Driven Insights: Leverages employee data to provide personalized responses
- Scalable Solution: Easily adaptable to growing organizations and evolving HR policies
Use Cases
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Details
- Category: Other
- Industry: Technology
- Access Model: Open Source
- Pricing Model: Free
- Created By: Autonomous HR Chatbot