Update readme

README.md

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 # SLSVD2
 
-Two-way Sparse Logistic Singular Value Decomposition (SLSVD) for Binary Matrix Data <img src="https://github.com/andyzhangstat/SLSVD2/blob/main/img/logo.png?raw=true" align="right" height="100">
+Two-way Sparse Logistic Singular Value Decomposition (SLSVD2) for Binary Matrix Data <img src="https://github.com/andyzhangstat/SLSVD2/blob/main/img/logo.png?raw=true" align="right" height="100">
 
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@@ -238,11 +238,11 @@ Interested in contributing? Check out the contributing guidelines. Please note t
 
 ## License
 
-`slsvd2` was created by Andy Zhang. It is licensed under the terms of the MIT license.
+`SLSVD2` was created by Andy Zhang. It is licensed under the terms of the MIT license.
 
 ## Credits
 
-`slsvd2` was created with [`cookiecutter`](https://cookiecutter.readthedocs.io/en/latest/) and the `py-pkgs-cookiecutter` [template](https://github.com/py-pkgs/py-pkgs-cookiecutter).
+`SLSVD2` was created with [`cookiecutter`](https://cookiecutter.readthedocs.io/en/latest/) and the `py-pkgs-cookiecutter` [template](https://github.com/py-pkgs/py-pkgs-cookiecutter).