diff --git a/server/templates/resources.html b/server/templates/resources.html
index 943b524..7137cc5 100644
--- a/server/templates/resources.html
+++ b/server/templates/resources.html
@@ -31,7 +31,7 @@ <h3 class="col-10">Machine Learning Resources</h3>
 			<h4>Machine Learning Toolchain</h4>
 			<ul>
 				<li>
-					<a href="https://www.firstinspires.org/">Placeholder for ftc-ml document</a>
+					<a href="https://storage.googleapis.com/ftc-ml-firstinspires-prod/docs/ftc-ml_manual_2021.pdf">User Manual</a>
 				</li>
 			</ul>
 		</div>