Update README.md

Fixed some potential misspellings/errors.

README.md

@@ -43,7 +43,7 @@ Check it out:
 
 Get started with the following resources:
 
-- [Student Hub page](https://docs.microsoft.com/en-gb/learn/student-hub?WT.mc_id=academic-77958-bethanycheum) In this page, you will find beginner resources, Student packs and even ways to get a free cert voucher. This is one page you want to bookmark and check from time to time as we switch out content at least monthly.
+- [Student Hub page](https://docs.microsoft.com/en-gb/learn/student-hub?WT.mc_id=academic-77958-bethanycheum) On this page, you will find beginner resources, Student packs and even ways to get a free cert voucher. This is one page you want to bookmark and check from time to time as we switch out content at least monthly.
 - [Microsoft Learn Student Ambassadors](https://studentambassadors.microsoft.com?WT.mc_id=academic-77958-bethanycheum) Join a global community of student ambassadors, this could be your way into Microsoft.
 
 # Getting Started
@@ -64,7 +64,7 @@ Get started with the following resources:
 
 We have chosen two pedagogical tenets while building this curriculum: ensuring that it is project-based and that it includes frequent quizzes. By the end of this series, students will have learned basic principles of data science, including ethical concepts, data preparation, different ways of working with data, data visualization, data analysis, real-world use cases of data science, and more.
 
-In addition, a low-stakes quiz before a class sets the intention of the student towards learning a topic, while a second quiz after class ensures further retention. This curriculum was designed to be flexible and fun and can be taken in whole or in part. The projects start small and become increasingly complex by the end of the 10 week cycle.
+In addition, a low-stakes quiz before a class sets the intention of the student towards learning a topic, while a second quiz after class ensures further retention. This curriculum was designed to be flexible and fun and can be taken in whole or in part. The projects start small and become increasingly complex by the end of the 10-week cycle.
 
 > Find our [Code of Conduct](CODE_OF_CONDUCT.md), [Contributing](CONTRIBUTING.md),  [Translation](TRANSLATIONS.md) guidelines. We welcome your constructive feedback!
 
@@ -118,11 +118,11 @@ In addition, a low-stakes quiz before a class sets the intention of the student
 
 Follow these steps to open this sample in a Codespace:
 1. Click the Code drop-down menu and select the Open with Codespaces option.
-2. Select + New codespace at the bottom on the pane.
+2. Select + New codespace at the bottom of the pane.
 For more info, check out the [GitHub documentation](https://docs.github.com/en/codespaces/developing-in-codespaces/creating-a-codespace-for-a-repository#creating-a-codespace).
 
 ## VSCode Remote - Containers
-Follow these steps to open this repo in a container using your local machine and VSCode using  the VS Code Remote - Containers extension:
+Follow these steps to open this repo in a container using your local machine and VSCode using the VS Code Remote - Containers extension:
 
 1. If this is your first time using a development container, please ensure your system meets the pre-reqs (i.e. have Docker installed) in [the getting started documentation](https://code.visualstudio.com/docs/devcontainers/containers#_getting-started).