FIX Several typos accross landing pages (#773)

Co-authored-by: ArturoAmorQ <arturo.amor-quiroz@polytechnique.edu>

README.md

@@ -3,7 +3,7 @@
 📢 📢 📢 A new session of the [Machine learning in Python with scikit-learn
 MOOC](https://www.fun-mooc.fr/en/courses/machine-learning-python-scikit-learn),
 is available starting on November 8th, 2023 and will remain open on self-paced
-mode. Enroll for the full MOOC experience (quizz solutions, executable
+mode. Enroll for the full MOOC experience (quiz solutions, executable
 notebooks, discussion forum, etc ...) !
 
 The MOOC is free and hosted on the [FUN-MOOC](https://fun-mooc.fr/) platform

jupyter-book/index.md

@@ -36,8 +36,8 @@ interpreting their predictions.
       <a href="https://www.fun-mooc.fr/en/courses/machine-learning-python-scikit-learn">
         "Machine learning in Python with scikit-learn MOOC"
       </a>,
-      is available starting on October 18, 2022 and will last for 3 months. Enroll for
-      the full MOOC experience (quizz solutions, executable notebooks, discussion
+      is available starting on November 8th, 2023 and will remain open in self-paced mode.
+      Enroll for the full MOOC experience (quiz solutions, executable notebooks, discussion
       forum, etc ...) !
       </br>
       The MOOC is free and the platform does not use the student data for any other purpose
@@ -79,7 +79,7 @@ You can cite us through the project's Zenodo archive using the following DOI:
 [10.5281/zenodo.7220306](https://doi.org/10.5281/zenodo.7220306).
 
 The following repository includes the notebooks, exercises and solutions to the
-exercises (but not the quizz solutions ;):
+exercises (but not the quizzes' solutions ;):
 
   https://github.com/INRIA/scikit-learn-mooc/
 

workflow-notes.md

@@ -45,7 +45,7 @@ https://gitlab.inria.fr/learninglab/mooc-scikit-learn/mooc-scikit-learn-coordina
 The `jupyter-book` folder has the same structure as the `jupyter-book` folder
 on the github repo, but the gitlab one contains only quizzes `.md` files. If
 you work on quizzes, you need to to do it in the gitlab repo, the github repo
-quizz files are generated from the gitlab repo (by stripping solution) with
+quiz files are generated from the gitlab repo (by stripping solution) with
 `make exercises`.
 
 Useful: to get the `.py` code from a quiz `.md`, look at
@@ -84,7 +84,7 @@ There are two ways this can be applied on the FUN side:
   duplication of logic between data-hide and sklearn_mooc.js (e.g. to remove navigation items from
   JupyterBook) but oh well 🤷‍♂️ ... the best we can do is to use the `remove-from-content-only`
   class in JupyterBook.
-  
+
 ### Notebooks
 
 Note: FUN use notebooks so if you only update the `.py` files, FUN participants
@@ -107,9 +107,9 @@ Note that some notebook changes need manual action in FUN:
   decide to use some FUN specific thing like using FUN hint when we put "Hint:"
   in the markdown. Not sure that is a great idea in itself but oh well ...
 
-### Empty wrap-up quizz notebooks and sandbox notebook
+### Empty wrap-up quiz notebooks and sandbox notebook
 
-Wrap-up quizz notebooks or sandbox notebooks are created on the FUN side. In other words, we do not have
+Wrap-up quiz notebooks or sandbox notebooks are created on the FUN side. In other words, we do not have
 an empty notebook for each wrap-up quiz in our github repo.
 
 ## Discourse forum