Update README.md

README.md

@@ -12,6 +12,9 @@ This is a repo that implements web interface for DEMUCS model proposed in [Real
 The model was trained from scratch in Pytorch. The proposed model is based on an encoder-decoder architecture with skip-connections. It is optimized on both time and frequency domains, using multiple loss functions.
 You can record your voice in noisy conditions and get denoised version using DEMUCS model. There is also Spectral Gating denoiser as baseline.
 
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 # Running
 Without docker:
 
@@ -64,6 +67,8 @@ For tracking experiments local server of [Weights & Biases](https://wandb.ai/sit
 | double_sr| Train with double sample rate| Small improvement                                            | 
 |replicate paper | Lower learning rate and fix bug in dataloader | Massive improvement! |  
 
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 ![img.png](images/plot.png)