embedding-mapper

Demo code for the Semantic Map of the Bible https://alexlyman.org/bible_semantic_map/

The process is simple, use the MPNet encoder to turn sentences into embeddings, then perform dimensionality reduction on the embeddings with UMAP. A T-SNE implementation is also included.

Resources:

• MPNet on HuggingFace
• MPNet arxiv paper
• UMAP repository
• UMAP arxiv paper