update readme

README.md

@@ -10,40 +10,27 @@ pinned: false
 ---
 
 
-# resemble-enhance-hf-demo
-Demo of Resemble Enhance, an AI-powered tool that aims to improve the overall quality of speech by performing denoising and enhancement.
+# Resemble Enhance: MLOps with Hugging Face Spaces, Gradio and Github Actions
 
 [![CI](https://github.com/ANYANTUDRE/resemble-enhance-hf-demo/actions/workflows/main.yml/badge.svg)](https://github.com/ANYANTUDRE/resemble-enhance-hf-demo/actions/workflows/main.yml)
 [![Hugging Face Space](https://img.shields.io/badge/Hugging%20Face%20%F0%9F%A4%97-Space-yellow)](https://huggingface.co/spaces/anyantudre/resemble-enhance-demo)
 [![License](https://img.shields.io/github/license/resemble-ai/Resemble-Enhance.svg)](https://github.com/resemble-ai/resemble-enhance/blob/main/LICENSE)
 
+Demo of Resemble Enhance, an AI-powered tool that aims to improve the overall quality of speech by performing denoising and enhancement. It consists of two modules: a denoiser, which separates speech from a noisy audio, and an enhancer, which further boosts the perceptual audio quality by restoring audio distortions and extending the audio bandwidth. The two models are trained on high-quality 44.1kHz speech data that guarantees the enhancement of your speech with high quality.
 
-# Demo space
 
-<iframe
-	src="https://anyantudre-resemble-enhance-demo.hf.space"
-	frameborder="0"
-	width="850"
-	height="450"
-></iframe>
+# Demo Space on Hugging Face 🤗
 
-or 
+![hf-space-demo](img/resemble-enhance.png)  
+[Try Demo Here](https://anyantudre-resemble-enhance-demo.hf.space)  
+Current version is slow... (running on CPU)
 
-<script
-	type="module"
-	src="https://gradio.s3-us-west-2.amazonaws.com/4.44.0/gradio.js"
-></script>
-
-<gradio-app src="https://anyantudre-resemble-enhance-demo.hf.space"></gradio-app>
-
-
-
-[Try Demo Here](https://anyantudre-resemble-enhance-demo.hf.space)
 
+# CI/CD Workflow
 ![mlops-hugging-face](https://user-images.githubusercontent.com/58792/170845235-7f00d61c-ea36-4d28-82d0-3a9b8c0f1769.png)
 
 
 
 ## References
-
-[Watch YouTube Walkthrough](https://youtu.be/VYSGjUa5sc4)
+- [Resemble Enhance GitHub](https://github.com/resemble-ai/resemble-enhance)
+- [YouTube MLOps with Hugging Face Spaces, Gradio and Github Actions](https://youtu.be/VYSGjUa5sc4)

README_base.md → Usage.md

@@ -1,14 +1,3 @@
-# Resemble Enhance
-
-
-
-
-[![Webpage](https://img.shields.io/badge/Webpage-Online-brightgreen)](https://www.resemble.ai/enhance/)
-
-https://github.com/resemble-ai/resemble-enhance/assets/660224/bc3ec943-e795-4646-b119-cce327c810f1
-
-Resemble Enhance is an AI-powered tool that aims to improve the overall quality of speech by performing denoising and enhancement. It consists of two modules: a denoiser, which separates speech from a noisy audio, and an enhancer, which further boosts the perceptual audio quality by restoring audio distortions and extending the audio bandwidth. The two models are trained on high-quality 44.1kHz speech data that guarantees the enhancement of your speech with high quality.
-
 ## Usage
 
 ### Installation