diff --git a/README.md b/README.md
index 5603d22..5ba91c5 100644
--- a/README.md
+++ b/README.md
@@ -71,7 +71,7 @@ The detailed documentation is still preparing, but you can take a look at the fo
 
 * [template-simple](https://github.com/igm4ai/template-simple), a helloworld template example
 * [template-linear-regression](https://github.com/igm4ai/template-linear-regression), a more advanced example of linear
-  regression problem, with visualization example
+  regression problem, **with visualization example**
 * [template-resnet18](https://github.com/igm4ai/template-resnet18), template for resnet18, including resource download
   and usage of tensorboard
 * [IGM-di](https://github.com/PaParaZz1/IGM-di), example of usage of DI-engine, including custom complex generating of
diff --git a/templates/linear-regression b/templates/linear-regression
index 463a13c..4fb328f 160000
--- a/templates/linear-regression
+++ b/templates/linear-regression
@@ -1 +1 @@
-Subproject commit 463a13c4f890035e60e94501a0045018686870bb
+Subproject commit 4fb328ff620d6c1d2151c7a3d953ab2ae128e936