fix typos on README.md (#16)

README.md

@@ -19,7 +19,7 @@ GnosisPages offers you the following key features:
 - **Upload PDF files**: Upload PDF files until 200MB size. PDF files should be programmatically created or processed by an OCR tool.
 - **Extract and split text**: Extract the content of your PDF files and split them for a better querying.
 - **Store in a client-side VectorDB**: GnosisPages uses ChromaDB for storing the content of your pdf files on vectors (ChromaDB use by default "all-MiniLM-L6-v2" for embeddings)
-- **Consult the info of your knowledge base": Ask questions to the Intelligent Assitant about the content of your knowledge base. The Langchain Agent will use the ChromaDB query functions as a tool.
+- **Consult the info of your knowledge base**: Ask questions to the Intelligent Assitant about the content of your knowledge base. The Langchain Agent will use ChromaDB query functions as a tool.
 
 ## Demo 
 
@@ -31,7 +31,7 @@ GnosisPages offers you the following key features:
 
 For using the demo, you only need an OpenAI API Key.
 
-If you prefer to clone the project and run on your local environment, you will require:
+If you prefer to clone the project and run on local environment, you will require:
 
 - Python ( developed with v3.11)
 - OpenAI API Key
@@ -59,7 +59,7 @@ Follow the next steps to set up GnosisPages in your local environment:
    touch .env
    nano .env # or your prefered text editor
 ```
- And add your OpenAI API Key on it.
+ And add your OpenAI API Key.
 ```yaml
    OPENAI_API_KEY=YOUR_OPENAI_API_KEY
 ```
@@ -76,11 +76,11 @@ Follow the next steps to set up GnosisPages in your local environment:
 
 GnosisPages's repo includes workflows for deploying to HuggingFace. 
 
-1. **Check file size**: Prevents you to merge and deploy files over the limit provided by HuggingFace 🤗.
+1. **Check file size**: Prevents to merge and deploy files over the limit provided by HuggingFace 🤗.
 2. **Check lints**: Analize the code with pylint.
-3. **Deploy to HuggingFace**: Once a branch is merged into main, the last version is deployed on your HuggingFace Space.
+3. **Deploy to HuggingFace**: Once a branch is merged into main, the last version is deployed on a HuggingFace Space.
 
-For deploying, you need to add `HF_TOKEN` as secret in the settings of your fork and add yoyr HuggingFace user with the variable name `HF_USERNAME`.
+For deploying, you need to add `HF_TOKEN` as secret in the settings of your fork and add a HuggingFace user with the variable name `HF_USERNAME`.
 
 ## Feedback and Contributions
 If you have any feedback or would like to contribute to GnosisPages's development, please feel free to open issues or submit pull requests in the GitHub repository.