Update README.md

README.md

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-# **[Audio Demixing Challenge 2023 - Music Demixing Track](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/problems/music-demixing-track)** - Starter Kit
+# **[Sound Demixing Challenge 2023 - Music Demixing Track](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/problems/music-demixing-track)** - Starter Kit
 [![Discord](https://img.shields.io/discord/565639094860775436.svg)](https://discord.gg/fNRrSvZkry)
 
-This repository is the Audio Demixing Challenge 2023 - Music Demixing Track **Starter kit**! It contains:
+This repository is the Sound Demixing Challenge 2023 - Music Demixing Track **Starter kit**! It contains:
 *  **Documentation** on how to submit your models to the leaderboard
 *  **The procedure** for best practices and information on how we evaluate your agent, etc.
 *  **Starter code** for you to get started!
 
 Quick Links:
 
-* [Audio Demixing Challenge 2023 - Music Demixing Track - Competition Page](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/problems/music-demixing-track)
-* [Discussion Forum](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/discussion)
-* [Audio Demixing 2023 Challenge Overview](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/)
+* [Sound Demixing Challenge 2023 - Music Demixing Track - Competition Page](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/problems/music-demixing-track)
+* [Discussion Forum](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/discussion)
+* [Sound Demixing 2023 Challenge Overview](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/)
 
 
 # 📝 Table of Contents
-1. [About the Audio Demixing Challenge 2023](#about-the-music-demixing-challenge-2023)
+1. [About the Sound Demixing Challenge 2023](#about-the-sound-demixing-challenge-2023)
 2. [Evaluation](#evaluation)
 3. [Baselines](#baselines) 
 4. [How to test and debug locally](#how-to-test-and-debug-locally)
@@ -25,7 +25,7 @@ Quick Links:
 7. [Setting up your codebase](#setting-up-your-codebase)
 8. [FAQs](#faqs)
 
-# 🎶 About the Audio Demixing Challenge 2023
+# 🎶 About the Sound Demixing Challenge 2023
 
 Have you ever sung using a karaoke machine or made a DJ music mix of your favourite song? Have you wondered how hearing aids help people listen more clearly or how video conference software reduces background noise? 
 
@@ -33,7 +33,7 @@ They all use the magic of audio separation.
 
 Music source separation (MSS) attracts professional music creators as it enables remixing and revising songs in a way traditional equalisers don't. Suppressed vocals in songs can improve your karaoke night and provide a richer audio experience than conventional applications. 
 
-The Audio Demixing Challenge 2023 (ADX23) is an opportunity for researchers and machine learning enthusiasts to test their skills by creating a system to **perform audio source separation**. 
+The Sound Demixing Challenge 2023 (SDX23) is an opportunity for researchers and machine learning enthusiasts to test their skills by creating a system to **perform audio source separation**. 
 
 Given an **audio signal as input** (referred to as a "mixture"), you must **decompose in its different parts**. 
 
@@ -94,7 +94,7 @@ You can use the submission script `source submit.sh <submission_text>`
 More information on submissions can be found in [SUBMISSION.md](/docs/submission.md).
 
 #### A high level description of the Challenge Procedure:
-1. **Sign up** to join the competition [on the AIcrowd website](https://www.aicrowd.com/challenges/music-demixing-challenge-2023).
+1. **Sign up** to join the competition [on the AIcrowd website](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023).
 2. **Clone** this repo and start developing your solution.
 3. **Train** your models on IGLU, and ensure run.sh will generate rollouts.
 4. **Submit** your trained models to [AIcrowd Gitlab](https://gitlab.aicrowd.com)
@@ -106,7 +106,7 @@ of the competition.
 
 # 💽 Dataset
 
-Download the public dataset for this task using this [link](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/problems/music-demixing-track/dataset_files), you'll need to accept the rules of the competition to access the data. The data is same as the well known MUSDB18-HQ dataset and its compressed version.
+Download the public dataset for this task using this [link](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/problems/music-demixing-track/dataset_files), you'll need to accept the rules of the competition to access the data. The data is same as the well known MUSDB18-HQ dataset and its compressed version.
 
 
 # 📑 Setting Up Your Codebase
@@ -179,11 +179,11 @@ The machine where the submission will run will have following specifications:
 * 16GB RAM
 
 # 📎 Important links
-- 💪 [Challenge Page](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/problems/music-demixing-track)
-- 🗣️ [Discussion Forum](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/discussion)
-- 🏆 [Leaderboard](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/problems/music-demixing-track/leaderboards)
+- 💪 [Challenge Page](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/problems/music-demixing-track)
+- 🗣️ [Discussion Forum](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/discussion)
+- 🏆 [Leaderboard](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/problems/music-demixing-track/leaderboards)
 - 🎵 [Music Demixing Challenge 2021](https://www.aicrowd.com/challenges/music-demixing-challenge-ismir-2021)
 
-You may also like the new [Cinematic Sound Demixing track](https://www.aicrowd.com/challenges/music-demixing-challenge-2023/problems/cinematic-sound-demixing-track)
+You may also like the new [Cinematic Sound Demixing track](https://www.aicrowd.com/challenges/sound-demixing-challenge-2023/problems/cinematic-sound-demixing-track)
 
 **Best of Luck** 🎉 🎉