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Sentence-Transformers

An open web explorer for cultural archive collections, using BERTopic embedding maps as point clouds or images, showing what the model leaves out alongside what it groups.

Notebooks for topic modelling cultural digital archives with BERTopic, with open embedding models, and for measuring what the resulting map hides: what it excludes, and how far it reproduces.

GPU-accelerated embedding server for RAG systems - CUDA, FastAPI, sentence-transformers | Serveur d'embeddings GPU ultra-rapide

https://ayinedjimi-consultants.fr

Multi-source RAG pipeline with hybrid vector + keyword retrieval, LLM-powered concept knowledge graph, adaptive search weighting, and evaluation framework.

Wellespring Project JupyterLab setup for local NLP (natural language processing) tools and tasks. Supports OFFLINE processing for maximum data security, privacy, and copyright/intellectual property protection.