Add README with usage documentation

README.md

@@ -32,7 +32,7 @@ This is a custom state-of-the-art sentence embedding model trained specifically
 ```bash
 pip install torch sentencepiece scikit-learn matplotlib
 git lfs install 
-git clone https://huggingface.co/convaiinnovations/hindi-embeddings-model
+git clone https://huggingface.co/DeepMostInnovations/hindi-embedding-foundational-model
 cd hindi-embeddings-model
 ```
 
@@ -112,11 +112,11 @@ This model is released under the MIT License.
 If you use this model in your research or application, please cite us:
 
 ```
-@misc{convaiinnovations2025hindi,
-  author = {ConvAI Innovations},
+@misc{DeepMostInnovations2025hindi,
+  author = {DeepMost Innovations},
   title = {Hindi Sentence Embeddings Model},
   year = {2025},
   publisher = {Hugging Face},
-  howpublished = {\url{https://huggingface.co/convaiinnovations/hindi-embeddings-model}}
+  howpublished = {\url{https://huggingface.co/DeepMostInnovations/hindi-embedding-foundational-model}}
 }
 ```