Update README.md

README.md

@@ -19,7 +19,7 @@ datasets:
 # NeuCodec 🎧
 
 [![NeuCodec Intro](NeuCodec-Thumbnail.jpg)](https://www.youtube.com/watch?v=O7XH1lGZyYY)
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 *Click the image above to see NeuCodec in action on Youtube!*
 
 *Created by Neuphonic - building faster, smaller, on-device voice AI*
@@ -28,15 +28,15 @@ A lightweight neural codec that encodes audio at just 0.8 kbps - perfect for res
 
 # Key Features
 
-🔊 Low bit-rate compression - a speech codec that compresses and reconstructs audio with near-inaudible reconstruction loss
+* 🔊 Low bit-rate compression - a speech codec that compresses and reconstructs audio with near-inaudible reconstruction loss
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-🎼 Upsamples from 16kHz → 24kHz
+* 🎼 Upsamples from 16kHz → 24kHz
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-🌍 Ready for real-world use - train your own SpeechLMs without needing to build your own codec
+* 🌍 Ready for real-world use - train your own SpeechLMs without needing to build your own codec
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-🏢 Commercial use permitted - use it in your own tools or products
+* 🏢 Commercial use permitted - use it in your own tools or products
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-📊 Released with large pre-encoded datasets - we’ve compressed Emilia-YODAS from 1.7TB to 41GB using NeuCodec, significantly reducing the compute requirements needed for training 
+* 📊 Released with large pre-encoded datasets - we’ve compressed Emilia-YODAS from 1.7TB to 41GB using NeuCodec, significantly reducing the compute requirements needed for training 
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 # Model Details