Merge pull request #1 from erjanmx/fix-readme-typo

Fix readme typo

Author: aimaster-dev

README.md

@@ -7,7 +7,7 @@ RAG enabled Chatbots using [LangChain](https://www.langchain.com) and [Databutto
 - API keys are maintained over databutton secret management
 - Indexed are stored over session state 
 
-Oversimplified explaination : (**Retrieval**) Fetch the top N similar contexts via similarity search from the indexed PDF files -> concatanate those to the prompt (**Prompt Augumentation**) -> Pass it to the LLM -> which further generates response (**Generation**) like any LLM does. **More in the blog!**
+Oversimplified explanation : (**Retrieval**) Fetch the top N similar contexts via similarity search from the indexed PDF files -> concatanate those to the prompt (**Prompt Augumentation**) -> Pass it to the LLM -> which further generates response (**Generation**) like any LLM does. **More in the blog!**
 
 **Blog Post - [Here](https://medium.com/databutton/why-your-next-ai-product-needs-rag-implemented-in-it-9ee22f9770c8)**