diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..50cdfa9
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+.ipynb linguist-documentation
diff --git a/MANIFEST.in b/MANIFEST.in
new file mode 100644
index 0000000..2bc28e7
--- /dev/null
+++ b/MANIFEST.in
@@ -0,0 +1,4 @@
+recursive-include mayavoz *.py
+recursive-include mayavoz *.yaml
+global-exclude *.pyc
+global-exclude __pycache__
diff --git a/README.md b/README.md
index c7fc2db..20cf995 100644
--- a/README.md
+++ b/README.md
@@ -20,7 +20,7 @@ mayavoz is a Pytorch-based opensource toolkit for speech enhancement. It is desi
 
 ## Quick Start :fire:
 ``` python
-from mayavoz import Mayamodel
+from mayavoz.models import Mayamodel
 
 model = Mayamodel.from_pretrained("shahules786/mayavoz-waveunet-valentini-28spk")
 model("noisy_audio.wav")
@@ -33,7 +33,9 @@ model("noisy_audio.wav")
 | WaveUnet  | Vctk-28spk   | 0.836   | 2.78  |  shahules786/mayavoz-waveunet-valentini-28spk      |
 | Demucs    | Vctk-28spk   | 0.961   | 2.56  |  shahules786/mayavoz-demucs-valentini-28spk       |
 | DCCRN     | Vctk-28spk   | 0.724   | 2.55  |  shahules786/mayavoz-dccrn-valentini-28spk         |
+| Demucs     | DNS2020 (20hrs)  | 0.56 | 1.26  |  shahules786/mayavoz-demucs-dns2020-20hr        |
 
+Test scores are based on respective test set associated with train dataset.
 
 ## Installation
 Only Python 3.8+ is officially supported (though it might work with Python 3.7)
@@ -56,3 +58,10 @@ git clone url
 cd mayavoz
 pip install -e .
 ```
+
+## Support
+
+For commercial enquiries and scientific consulting, please [contact me](https://shahules786.github.io/).
+
+### Acknowledgements
+Sincere gratitude to [AMPLYFI](https://amplyfi.com/) for supporting this project.
diff --git a/requirements.txt b/requirements.txt
index fb54920..d046883 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -3,7 +3,7 @@ huggingface-hub>=0.10.0
 hydra-core>=1.2.0
 joblib>=1.2.0
 librosa>=0.9.2
-mlflow>=1.29.0
+mlflow>=1.28.0
 numpy>=1.23.3
 pesq==0.0.4
 protobuf>=3.19.6
diff --git a/setup.cfg b/setup.cfg
index b31929e..da88a56 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -98,3 +98,7 @@ exclude =
     build
     dist
     .eggs
+
+[options.data_files]
+. = requirements.txt
+_ = version.txt