diff --git a/_data/events.yaml b/_data/events.yaml
index 563d8315..3987c9be 100644
--- a/_data/events.yaml
+++ b/_data/events.yaml
@@ -13,11 +13,11 @@
   link: https://eventbrite.com/e/438813722657
 
 
-- time: 2023-01-10 17:00:00
-  title: "Building an Automatic Leads Discovery Engine"
-  speakers: [leonwei]
-  type: webinar
-  link: https://eventbrite.com/e/432222568337
+# - time: 2023-01-10 17:00:00
+#   title: "Building an Automatic Leads Discovery Engine"
+#   speakers: [leonwei]
+#   type: webinar
+#   link: https://eventbrite.com/e/432222568337
 
 
 - time: 2022-10-21 17:00:00
diff --git a/_data/header.yaml b/_data/header.yaml
index 59b8c4a4..1c0ef81b 100644
--- a/_data/header.yaml
+++ b/_data/header.yaml
@@ -1,4 +1,7 @@
 announcement:
-  text: "Machine Learning Zoomcamp: Free ML Engineering course."
+  # text: "Machine Learning Zoomcamp: Free ML Engineering course."
+  # link_text: "Register here!"
+  # link: "https://github.com/alexeygrigorev/mlbookcamp-code/tree/master/course-zoomcamp"
+  text: "Data Engineering Zoomcamp: Free Data Engineering course."
   link_text: "Register here!"
-  link: "https://github.com/alexeygrigorev/mlbookcamp-code/tree/master/course-zoomcamp"
\ No newline at end of file
+  link: "https://github.com/DataTalksClub/data-engineering-zoomcamp"
\ No newline at end of file
diff --git a/index.md b/index.md
index c0e99163..c9f0a5ee 100644
--- a/index.md
+++ b/index.md
@@ -26,19 +26,19 @@ layout: home
     <div class="landing-image-container">
       <img class="landing-image" src="images/landing/talks.jpg"  />
     </div>
-    <h4 class="landing-subtitle">Talk about analytics, machine<br/> learning, and engineering</h4>
+    <h4 class="landing-subtitle">Talk about data, machine<br/> learning, and engineering</h4>
   </div>
   <div class="col-md-4 landing-item">
     <div class="landing-image-container">
-      <img class="landing-image" src="images/landing/career.jpg"  />
+      <img class="landing-image" src="images/landing/events.jpg"  />
     </div>
-    <h4 class="landing-subtitle">Ask career questions and<br/> discuss career options</h4>
+    <h4 class="landing-subtitle">Attend weekly events,<br/> and learn from free courses</h4>
   </div>
   <div class="col-md-4 landing-item">
     <div class="landing-image-container">
-      <img class="landing-image" src="images/landing/events.jpg"  />
+      <img class="landing-image" src="images/landing/career.jpg"  />
     </div>
-    <h4 class="landing-subtitle">Attend weekly events,<br/> conferences, and office hours</h4>
+    <h4 class="landing-subtitle">Ask career questions and<br/> discuss career options</h4>
   </div>
 </div>