diff --git a/demo/dvc.lock b/demo/dvc.lock
index 3bab9240d7..13465ef197 100644
--- a/demo/dvc.lock
+++ b/demo/dvc.lock
@@ -12,23 +12,23 @@ stages:
       size: 4865
     params:
       params.yaml:
-        epochs: 15
-        lr: 0.003
+        epochs: 200
+        lr: 0.0035
         weight_decay: 0
     outs:
     - path: misclassified.jpg
-      md5: 5edd7dd13144d95ef72e270570d9d338
-      size: 32829
+      md5: 99e15e458c818b8fb2974f79a392a871
+      size: 33877
     - path: model.pt
-      md5: 38126781764ca9fb04496ca2c2173056
+      md5: be69b9ffcf393b6896897225abb424f6
       size: 439383
     - path: predictions.json
-      md5: 0aa0e279e904572c28c1203ebfa41b29
+      md5: 7c1e774984e250d4b66f27909d08f772
       size: 310000
     - path: training_metrics
-      md5: 5abc8d18d6b57bd513acf95e55e2755a.dir
-      size: 947
+      md5: 6c529b80bddaf3b708aaa552f1b6f84e.dir
+      size: 12669
       nfiles: 2
     - path: training_metrics.json
-      md5: 2a592caac70651d359b2331ff674beec
-      size: 69
+      md5: d19b8bfa151934a5d1511f1a68517c0a
+      size: 70
diff --git a/demo/params.yaml b/demo/params.yaml
index a90973e184..221c9fc2e6 100644
--- a/demo/params.yaml
+++ b/demo/params.yaml
@@ -1,3 +1,3 @@
-lr: 0.003
+lr: 0.0035
 weight_decay: 0
-epochs: 15
+epochs: 200
diff --git a/demo/training_metrics.json b/demo/training_metrics.json
index fefa4a9f5b..1b49e2b420 100644
--- a/demo/training_metrics.json
+++ b/demo/training_metrics.json
@@ -1,5 +1,5 @@
 {
-    "step": 14,
-    "loss": 0.9596208930015564,
-    "acc": 0.7735
-}
\ No newline at end of file
+  "step": 199,
+  "loss": 0.2308807671070099,
+  "acc": 0.9254
+}
diff --git a/extension/package.nls.json b/extension/package.nls.json
index 15b854d2e6..691ecd5c24 100644
--- a/extension/package.nls.json
+++ b/extension/package.nls.json
@@ -1,6 +1,6 @@
 {
   "displayName": "DVC",
-  "description": "DVC VS Code extension",
+  "description": "Integrates an Open-source Version Control System for Machine Learning Projects into VS Code.",
   "command.addExperimentsTableFilter": "Add Filter To Experiments Table",
   "command.addExperimentsTableSort": "Add Or Update Sort On Experiments Table",
   "command.addTarget": "Add Target",