Apply suggestions from code review

Co-authored-by: Ryan Wolf <ryantwolf1@gmail.com>
Signed-off-by: Mehran Maghoumi <Maghoumi@users.noreply.github.com>

README.md

@@ -9,7 +9,7 @@
 </div>
 
 # NeMo Curator
-🚀 **The GPU-accelerated open source framework for efficient large language models data curation** 🚀
+🚀 **The GPU-Accelerated Open Source Framework for Efficient Large Language Models Data Curation** 🚀
 
 <p align="center">
   <img src="./docs/user-guide/images/diagram.png" alt="diagram"/>
@@ -159,7 +159,7 @@ To get started with NeMo Curator, you can follow the tutorials [available here](
 
 ### Access Python Modules
 
-The Data Curation section of the [NeMo Framework User Guide](https://docs.nvidia.com/nemo-framework/user-guide/latest/datacuration/index.html) provides in-depth information about how the Python modules work. The [examples](examples/) directory in the GitHub repository provides scripts that showcase these modules.
+The NeMo Curator section of the [NeMo Framework User Guide](https://docs.nvidia.com/nemo-framework/user-guide/latest/datacuration/index.html) provides in-depth information about how the Python modules work. The [examples](examples/) directory in the GitHub repository provides scripts that showcase these modules.
 
 ### Use CLI Scripts