diff --git a/docs/Training-ML-Agents.md b/docs/Training-ML-Agents.md
index 4afdfa9f3d..001939ec89 100644
--- a/docs/Training-ML-Agents.md
+++ b/docs/Training-ML-Agents.md
@@ -204,7 +204,9 @@ BehaviorPPO:
   normalize: false
   num_layers: 2
   time_horizon: 64
+  summary_freq: 10000
   vis_encoder_type: simple
+  init_path: null
 
   # PPO-specific configs
   beta: 5.0e-3
@@ -226,7 +228,6 @@ BehaviorPPO:
     batch_size: 512
     num_epoch: 3
     samples_per_update: 0
-    init_path:
 
   reward_signals:
     # environment reward
@@ -239,7 +240,7 @@ BehaviorPPO:
       strength: 0.02
       gamma: 0.99
       encoding_size: 256
-      learning_rate: 3e-4
+      learning_rate: 3.0e-4
 
     # GAIL
     gail:
@@ -247,7 +248,7 @@ BehaviorPPO:
       gamma: 0.99
       encoding_size: 128
       demo_path: Project/Assets/ML-Agents/Examples/Pyramids/Demos/ExpertPyramid.demo
-      learning_rate: 3e-4
+      learning_rate: 3.0e-4
       use_actions: false
       use_vail: false