RAG System · Python
TrailGuideRAG
A document and knowledge-search solution using LLM
What it is
TrailGuideRAG is a local retrieval-augmented generation (RAG) system for outdoor-skills activities. It ingests Markdown documents, creates embeddings with Sentence Transformers, stores them in Chroma, and uses a local Hugging Face instruct model to generate grounded answers with citations.
Where it counts
- NLP & LLMs90%
- Machine Learning80%
- Data Science30%
- MLOps20%
- AI Agents10%
How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.
Around it on the NLP & LLMs board
Whole board- 56, shared rankML-workflow-imageInference System · Shell49.2ImplementationRickNLP & LLMs
- 56, shared ranksnow-cuadDataset / Data Pipeline · Python49.2ImplementationJarad PeckenpaughNLP & LLMs
- 56, shared rankTrailGuideRAGRAG System · Python49.2ImplementationAbhijitNLP & LLMs
- 59dir-appRAG System · Python48.7ImplementationkarimsNLP & LLMs
- 60executive-assistantOther AI Project · JavaScript48.2ImplementationJarad PeckenpaughNLP & LLMs