Update README.md

README.md

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 ![Oracle](640px-Oracle_Logo.svg.png)
 
-Oracle offers a family of artificial intelligence and machine learning services. Developers can add prebuilt models to applications and operations. Data scientists can build, train, and deploy models with favorite open source frameworks or choose to benefit from the speed of in-database machine learning using Oracle's AI offerings.
+Oracle offers a family of Artificial Intelligence and Machine Learning services. Developers can add prebuilt models to applications and operations. Data Scientists can build, train, and deploy models with their favorite open source frameworks or choose to benefit from the speed of in-database Machine Learning using Oracle's AI offerings.
 
 
 
 
-Huggingface models can be used and trained effectively on Oracle using the NLP "condapack" within [Oracle Data Science Service](https://www.oracle.com/data-science/data-science-service/)
+HuggingFace models can be used and trained effectively on Oracle using the NLP "condapack" within [Oracle Data Science Service](https://www.oracle.com/data-science/data-science-service/)
 
 
 
 
 
-Example notebooks showcasing the training and deployment of Huggingface models can be found [here](https://github.com/oracle-samples/oci-data-science-ai-samples/tree/master/conda_environment_notebooks/natural_language_processing)
+Example notebooks showcasing the training and deployment of HuggingFace models can be found [here](https://github.com/oracle-samples/oci-data-science-ai-samples/tree/master/conda_environment_notebooks/natural_language_processing)