STRTGY · Mar 2025
Specialized Industrial Real Estate Chatbot
Overview
Designed and implemented a custom RAG (Retrieval Augmented Generation) system with chatbot for the industrial real estate sector, integrating Anthropic's Claude 3.5 Sonnet and OpenAI APIs. Developed a data processing system for semantic vectorization (embeddings) of complex real estate information using OpenAI Embeddings and FAISS for efficient search.
Highlights
- 01
Implemented advanced prompt engineering techniques with a multi-layer system for contextualization, generation, and formatting, significantly improving the relevance and accuracy of responses.
- 02
Created a dynamic PDF report generation system from conversations, using Jinja2 for templating and HTML-PDF conversion techniques for structured documents.
- 03
Developed a customized user interface in Streamlit with multi-user authentication system, dynamic theming, and accessibility optimizations.
Stack
- Machine Learning
- NLP
- Python
- Streamlit
- RAG
- LLM
- Vector Database
- Data Processing
- AI Application
- Anthropic Claude
- OpenAI
- PDF Generation
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