diff --git a/README.md b/README.md
index ef510e97f..567ba37c8 100644
--- a/README.md
+++ b/README.md
@@ -51,11 +51,11 @@ Screenshots
 <tr valign="bottom">
 <td width = 50%>
 
-<img src="https://github.com/OHDSI/PatientLevelPrediction/raw/main/vignettes/sparseCalibration.webp" alt="Calibration plot" title="Calibration plot" />
+<img src="vignettes/images/sparseCalibration.avif" alt="Calibration plot" title="Calibration plot" />
 
 </td>
 <td width = 50%>
-<img src="https://github.com/OHDSI/PatientLevelPrediction/raw/main/vignettes/sparseROC.webp" alt="ROC plot" title="ROC plot" />
+<img src="vignettes/images/sparseROC.avif" alt="ROC plot" title="ROC plot" />
 
 </td>
 </tr><tr>
diff --git a/_pkgdown.yml b/_pkgdown.yml
index fbb964f9b..447991ad2 100644
--- a/_pkgdown.yml
+++ b/_pkgdown.yml
@@ -18,10 +18,8 @@ navbar:
     left:
     - home
     - intro
-    - videos
     - reference
     - articles
-    - tutorial
     - benchmarks
     - predictors
     - bestpractice