diff --git a/resources/dictionary.txt b/resources/dictionary.txt
index f376b14..98b12f8 100644
--- a/resources/dictionary.txt
+++ b/resources/dictionary.txt
@@ -1,4 +1,5 @@
 ACC
+Anshul
 AnVIL
 BioDIGS
 BioC
@@ -33,6 +34,7 @@ https
 impactful
 Inclusivity
 Jupyter
+Kundaje
 Lebo
 limma
 MDS
@@ -52,6 +54,7 @@ preprint
 programmatically
 PRS
 px
+Ramalingam
 reproducibility
 Rmd
 RStudio
@@ -59,6 +62,7 @@ Scalable
 seqr
 timeframe
 underserved
+Vivek
 WDL
 wip
 Workspaces
diff --git a/scalable-ml.Rmd b/scalable-ml.Rmd
index 0c9a8dc..bae0d07 100644
--- a/scalable-ml.Rmd
+++ b/scalable-ml.Rmd
@@ -1,3 +1,7 @@
 # (PART\*) Topics {-}
 
-# Scalable ML and Data Science
+# Deploying, Training, and Interpreting Deep Learning Models for regulatory genomics in AnVIL
+
+Led by: Anshul Kundaje & Vivek Ramalingam, Stanford University
+
+AnVIL Outreach coordinator: Kate Isaac