Update README.md

README.md

@@ -45,13 +45,13 @@ torch.cosine_similarity(embeddings[0], embeddings[1], dim=0)
 
 ### Example of Langchain Retriever
 
-First, install the langchain package
+Install the langchain packages
 
 ```bash
 pip install --upgrade --quiet  langchain langchain-community
 ```
 
-Download Huggingface model through langchain_community
+Download HuggingFace model through langchain_community
 
 ```python
 from langchain_community.embeddings.huggingface import HuggingFaceEmbeddings
@@ -59,7 +59,7 @@ model_name = "Mike0307/text2vec-base-chinese-rag"
 embeddings = HuggingFaceEmbeddings(model_name=model_name)
 ```
 
-An example of retriever by meta FAISS vectorstore
+An example of retriever with Meta FAISS vectorstore
 
 ```python
 from langchain.schema import Document