Corrected assets path

README.md

@@ -1,12 +1,12 @@
-<a href="https://text-paraphraser-gpt-sssingh.streamlit.app/"  target="_blank"><img src="https://img.shields.io/badge/open_app_in_streamlit-f63366?style=for-the-badge&logo=streamlit&logoColor=black" /></a>
+<a href="https://nlp-text-paraphraser-gpt-sssingh.streamlit.app/"  target="_blank"><img src="https://img.shields.io/badge/open_app_in_streamlit-f63366?style=for-the-badge&logo=streamlit&logoColor=black" /></a>
 
-<img src="https://github.com/sssingh/text-paraphraser-gpt/blob/main/assets/title.png?raw=true" width="1000" height="300"/><br><br> 
+<img src="https://github.com/sssingh/nlp-text-paraphraser-gpt/blob/main/assets/title.png?raw=true" width="1000" height="300"/><br><br> 
 
-# Text Paraphraser  
+# Introduction  
 ***This App demonstrates the `text paraphrasing` NLP functionality.***
 >Although this app focuses on `text-paraphrasing`, the design philosophy and architecture used in this app can easily be extended to include other NLP functionalities such as 'FAQ Generation from a text context', 'Question Answering', 'Document Summarization', 'Language Translation', and so on.
 
-# App UI Details
+# App Details
 The app contains two tabs: "ABOUT" and "TEXT PARAPHRASER". 
 
 ## ABOUT 
@@ -16,20 +16,20 @@ This page, describes the app usage and architecture
 Input a text paragraph in the provided text space and then click the 'Para' button. The app will analyse the input text and generate a 'paraphrased' version of the input text paragraph while keeping the sense of the paragraph unaltered. Below is an example of input and output...
 
 #### Input
-<img src="https://github.com/sssingh/text-paraphraser-gpt/blob/main/assets/input-text.png?raw=true"/><br>
+<img src="https://github.com/sssingh/nlp-text-paraphraser-gpt/blob/main/assets/input-text.png?raw=true"/><br>
 
 #### Output
-<img src="https://github.com/sssingh/text-paraphraser-gpt/blob/main/assets/output-text.png?raw=true"/>
+<img src="https://github.com/sssingh/nlp-text-paraphraser-gpt/blob/main/assets/output-text.png?raw=true"/>
 
 * Please keep in mind that this sample demo app is hosted utilizing the free tiers of'streamlit community cloud' and 'Amazon Web Services,' making it useable but somewhat lacking in speed and quality of paraphrasing. 
 * Due to cost and resource limits, the App currently only supports a maximum of 100 words per paraphrase request.
 * Please also keep in mind that while using it for the first time or after a lengthy interval (more than 1 hour), the app may throw an "Internal Error" message. This is to be expected, as the free tier of AWS services is configured for 'cold-start,' and it may take a few minutes to warm up before serving the request. Having said that the performance appears to be fairly satisfactory for demo and testing purposes; but, if we had dedicated premium AWS resources provisioned, there will be no wait..
 
-#### Technical details
+## Technical details
 
-##### App Architecture:
+### App Architecture:
 
-<img src="https://github.com/sssingh/text-paraphraser-gpt/blob/main/assets/architecture.png?raw=true"/>
+<img src="https://github.com/sssingh/nlp-text-paraphraser-gpt/blob/main/assets/architecture.png?raw=true"/>
 
 The app has three main components:
 1. **Streamlit cloud hosted UI**: 
@@ -48,7 +48,7 @@ The app has three main components:
 * The app is set up to utilize the 'text-davinci-003' LLM. This may easily be changed to utilize any other more powerful LLM for better results, but the charges to be paid to OpenAI will most likely increase proportionally. 
 
 # Project Source
-[👉 Visit GitHub Repo](https://github.com/sssingh/text-paraphraser-gpt)
+[👉 Visit GitHub Repo](https://github.com/sssingh/nlp-text-paraphraser-gpt)
 
 # Contact Me
 [![email](https://img.shields.io/badge/Gmail-D14836?style=for-the-badge&logo=gmail&logoColor=white)](mailto:sunil.surendra.singh7@gmail.com)