Quantum Insights
Quantum Insights is an innovative research assistant designed to simplify access to cutting-edge quantum physics research. Leveraging advanced language models, this project enables the synthesis, summarization, and simplification of complex scientific articles, making them accessible to everyone, from seasoned researchers to beginners.
GENERATIVE AILLMSTREAMLIT APPDOCKER
10/17/20241 min read
Main Features
Research Summaries: Extraction of key information from ArXiv articles.
Concept Explanation: Breaking down complex topics into simple concepts.
Code Extraction: Identifying code snippets found in research articles.
Multi-Level Support: Adapting explanation levels to cater to a global audience.
Technology Stack
ArXiv API: Searching and extracting recent articles from the ArXiv database.
Document Processing: Structure detection with SpaCy and sentiment analysis with DistilBERT.
Embeddings & Vector Storage: Creating document embeddings with sentence-transformers and persistent storage via ChromaDB.
RAG System: Utilizing a Retrieval-Augmented Generation system to deliver relevant documents.
Text Generation: Leveraging LLaMA 2 for text-to-text generation.
User Interface with Streamlit: Intuitive and interactive interface.
CI/CD: Testing and deployment with GitHub Actions and Docker.
Cloud Deployment: Deploying the application on AWS.
