AI Projects
Optimizing Chunk Sizes for Efficient and Accurate Document Retrieval Using HyDE Evaluation
Optimize document retrieval with GPT-4, using vector indexing and chunk size tuning for fast, accurate real-time and real-world AI search insights.
Context Enrichment Window Around Chunks Using LlamaIndex
Optimize document retrieval with AI using FAISS, OpenAI embeddings & context windows for smarter knowledge management & Q&A systems.
Graph-Enhanced Retrieval-Augmented Generation (GRAPH-RAG)
GraphRAG is a document retrieval system that combines vector search, knowledge graph traversal and LLMs for accurate, context-aware query responses.
Sign language recognition
This project uses image data of hand signs to recognize letters in sign language. It trains different models to learn and identify the correct sign from images.
Enhancing Document Retrieval with Contextual Overlapping Windows
Improve document retrieval with contextual overlapping windows, PDF processing, text chunking, FAISS, and OpenAI embeddings for more coherent search results.
Document Augmentation through Question Generation for Enhanced Retrieval
Improve document retrieval with OpenAI's GPT-4 and FAISS, generating context-based questions and accurate answers for efficient processing and information extraction from PDFs.
HyDE-Powered Document Retrieval Using DeepSeek
Efficient document retrieval system using FAISS, DeepSeek and LangChain, generating accurate answers and quick access to relevant information.
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Corrective Retrieval-Augmented Generation (RAG) with Dynamic Adjustments
Corrective Retrieval-Augmented Generation (RAG) enhances response accuracy by dynamically adjusting the retrieval process, ensuring relevant, up-to-date information.
Fusion Retrieval: Combining Vector Search and BM25 for Enhanced Document Retrieval
AI-driven document retrieval system using FAISS, BM25 and LLMs for fast, accurate search in legal, academic, corporate and research applications with citations.
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