diff --git a/cv.yaml b/cv.yaml
index a3d055d..a7ca47e 100644
--- a/cv.yaml
+++ b/cv.yaml
@@ -12,16 +12,21 @@ mobile: +39 3482788425
 cron-sections:
   - section: Education
     entries:
-      - year: 2015--2018
-        degree: Computer science
+      - year: 2019--2021
+        degree: Computer Engineer
         institution: Unisannio
         city: Benevento
-        grade: Bacherol Degree
+        grade: Master Degree - 110/110 e Lode
+      - year: 2015--2018
+        degree: Computer Engineer
+        institution: Unisannio
+        city: Benevento
+        grade: Bacherol Degree - 106/110
       - year: 2010--2015
         degree: Scientific specialization
         institution: Liceo G. Rummo
         city: Benevento
-        grade: High School Diploma
+        grade: High School Diploma - 92/100
   - section: Certificates
     entries:
       - year: 2018
@@ -31,7 +36,9 @@ cron-sections:
 sections:
   - section: Thesis
     items:
-      - left: Bacherol Thesis
+      - left: Master Thesis
+        right: \emph{A study on the phases of a Machine Learning workflow and use of libraries}
+      - left: Bachelor Thesis
         right: \emph{An analysis of the ARCore toolkit for augmented reality in a mobile environment}
   - section: Technical Skills
     items:
diff --git a/pic.png b/pic.png
new file mode 100644
index 0000000..e5af00a
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