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README.md

@@ -55,14 +55,13 @@ More details on model performance across various devices, can be found
 
 ## Installation
 
-This model can be installed as a Python package via pip.
 
+Install the package via pip:
 ```bash
-pip install "qai-hub-models[stable_diffusion_v2_1_quantized]"
+pip install "qai-hub-models[stable-diffusion-v2-1-quantized]"
 ```
 
 
-
 ## Configure Qualcomm® AI Hub to run this model on a cloud-hosted device
 
 Sign-in to [Qualcomm® AI Hub](https://app.aihub.qualcomm.com/) with your
@@ -298,7 +297,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
 
 
 ## License
-* The license for the original implementation of Stable-Diffusion-v2.1 can be found [here](https://github.com/CompVis/stable-diffusion/blob/main/LICENSE).
+* The license for the original implementation of Stable-Diffusion-v2.1 can be found
+  [here](https://github.com/CompVis/stable-diffusion/blob/main/LICENSE).
 * The license for the compiled assets for on-device deployment can be found [here](https://github.com/CompVis/stable-diffusion/blob/main/LICENSE)
 
 
@@ -316,7 +316,7 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
 
 ## Usage and Limitations
 
-Model may not be used for or in connection with any of the following applications:
+This model may not be used for or in connection with any of the following applications:
 
 - Accessing essential private and public services and benefits;
 - Administration of justice and democratic processes;