Minor spelling corrections

infocusp · Dec 5, 2023 · e779115 · e779115
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diff --git a/images/session_1/part_3_landscape_of_llms/Large Language Models-Main.png b/images/session_1/part_3_landscape_of_llms/Large Language Models-Main.png
diff --git a/...es/session_1/part_3_landscape_of_llms/Large Language Models-app-development.png b/...es/session_1/part_3_landscape_of_llms/Large Language Models-app-development.png
diff --git a/images/session_1/part_3_landscape_of_llms/Large Language Models-applications.png b/images/session_1/part_3_landscape_of_llms/Large Language Models-applications.png
diff --git a/images/session_1/part_3_landscape_of_llms/Large Language Models-challanges.png b/images/session_1/part_3_landscape_of_llms/Large Language Models-challanges.png
diff --git a/images/session_1/part_3_landscape_of_llms/Large Language Models-quantisation.png b/images/session_1/part_3_landscape_of_llms/Large Language Models-quantisation.png
diff --git a/images/session_1/part_3_landscape_of_llms/Large Language Models-training.png b/images/session_1/part_3_landscape_of_llms/Large Language Models-training.png
diff --git a/session_1/part_3_landscape_of_llms/README.md b/session_1/part_3_landscape_of_llms/README.md
@@ -710,7 +710,7 @@
     This article discusses 8 key considerations for building production-grade LLM apps over your data. These considerations include using different chunks for retrieval and synthesis, using embeddings that live in a different latent space than the raw text, dynamically loading/updating the data, designing the pipeline for scalability, storing data in a hierarchical fashion, using robust data pipelines, and using hybrid search for entity lookup.
 
 
-### Embeddings for Retrival
+### Embeddings for Retrieval
 
 - [How to use Aleph Alpha's semantic embeddings](https://python.langchain.com/docs/modules/data_connection/text_embedding/integrations/aleph_alpha)