typos fixed

docs/courses/eeg_meg/recordings/bayesian_model_selection.md

@@ -1,6 +1,6 @@
 # Bayesian model selection and averaging
 
-In this talk, [Dr Peter Zeidman](https://peterzeidman.co.uk) describes Bayesian mdoel selection and averaging.
+In this talk, [Dr Peter Zeidman](https://peterzeidman.co.uk) describes Bayesian model selection and averaging.
 
 <iframe width="560" height="315" src="https://www.youtube.com/embed/O3mAnlD4ibU?si=4_S-c3n-mbXK5E3Q" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
 

docs/courses/eeg_meg/recordings/daiss.md

@@ -1,6 +1,6 @@
 # DAiSS: An SPM toolbox for alternate source imaging approaches (talk & demo)
 
-In this talk, [Dr George O'Neill](https://profiles.ucl.ac.uk/74645-george-o%27neill) introduces and demostrates DAiSS, a toolbox for alternate source reconstruction approaches. 
+In this talk, [Dr George O'Neill](https://profiles.ucl.ac.uk/74645-george-o%27neill) introduces and demonstrates DAiSS, a toolbox for alternate source reconstruction approaches. 
 
 <iframe width="560" height="315" src="https://www.youtube.com/embed/3S_VQbewl9w?si=k0oMjDoAcRMR3dqf" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
 

docs/courses/eeg_meg/recordings/dcm_cross_spectral_desities.md

@@ -4,7 +4,7 @@ In this talk, [Dr Johan Medrano](https://profiles.ucl.ac.uk/91185-johan-medrano)
 
 <iframe width="560" height="315" src="https://www.youtube.com/embed/ZbeZmxERRho?si=rxKc0MKKASBc8VZB" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
 
-The DCM series finishes with a practical demostration of DCM analysis of EEG data delivered by [Julia Rodriguez Sanchez](https://profiles.ucl.ac.uk/79115-julia-rodriguez-sanchez/about).
+The DCM series finishes with a practical demonstration of DCM analysis of EEG data delivered by [Julia Rodriguez Sanchez](https://profiles.ucl.ac.uk/79115-julia-rodriguez-sanchez/about).
 
 <iframe width="560" height="315" src="https://www.youtube.com/embed/oocLux1lBMI?si=-l90Z0CvFur_4eUk" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
 

docs/courses/eeg_meg/recordings/source_analysis.md

@@ -4,7 +4,7 @@ In this talk, [Dr Mansoureh Fahimi](https://profiles.ucl.ac.uk/87018-mansoureh-f
 
 <iframe width="560" height="315" src="https://www.youtube.com/embed/R1elEBRbwE0?si=IwQbM07cLwkIj-YV" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>
 
-In the companion video, [Dr Meaghan Spedden](https://scholar.google.com/citations?user=5B41AG0AAAAJ&hl=da) shows a practical demostration of source reconstruction.
+In the companion video, [Dr Meaghan Spedden](https://scholar.google.com/citations?user=5B41AG0AAAAJ&hl=da) shows a practical demonstration of source reconstruction.
 
 <iframe width="560" height="315" src="https://www.youtube.com/embed/ssmmhfHmWA8?si=rYnlj7-PglpG9Ukv" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe>