correct spelling

Author: erikhatcher

notebooks/advanced_techniques/README.md

@@ -12,4 +12,4 @@ Jupyter Notebooks that cover advanced techniques such as vector quantization, pa
 | Quantized Vector Ingestion | MongoDB Atlas, Cohere | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/advanced_techniques/quantized_vector_ingestion_with_cohere_and_mongodb.ipynb) |
 | Retrieval Strategies with LlamaIndex | MongoDB Atlas, LlamaIndex | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/advanced_techniques/retrieval_strategies_mongodb_llamaindex.ipynb) |
 | Retrieval Strategies with Together AI | MongoDB Atlas, LlamaIndex, Together AI | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/advanced_techniques/retrieval_strategies_mongodb_llamaindex_togetherai.ipynb) |
-| Reciprocal Rank Fusion (RRF) and Relative Score Fusion (RSF) Example | MongoDB Atlas | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/advanced_techniques/rrf_rsf_demo.ipynb) |
+| Reciprocal Rank Fusion (RRF) and Relative Score Fusion (RSF) Demonstration | MongoDB Atlas | [![View Notebook](https://img.shields.io/badge/view-notebook-orange?logo=jupyter)](https://github.com/mongodb-developer/GenAI-Showcase/blob/main/notebooks/advanced_techniques/rrf_rsf_demo.ipynb) |

notebooks/advanced_techniques/rrf_rsf_demo.ipynb

@@ -6,7 +6,7 @@
         "id": "kQ2aeJ-EoKPu"
       },
       "source": [
-        "# Recipocal Rank Fusion (RRF) and Relative Score Fusion (RSF) Demostration\n",
+        "# Recipocal Rank Fusion (RRF) and Relative Score Fusion (RSF) Demonstration\n",
         "\n",
         "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/mongodb-developer/GenAI-Showcase/blob/main/notebooks/advanced_techniques/rrf_rsf_demo.ipynb)\n",
         "\n",