diff --git a/expo/README.md b/expo/README.md
index 99aa35016..dfaf1ab0a 100644
--- a/expo/README.md
+++ b/expo/README.md
@@ -57,6 +57,18 @@ ### AIDE
 提供github链接，并说明使用的命令以及参数设置
 
 ### Autogluon
+#### Setup
+```
+pip install -U pip
+pip install -U setuptools wheel
+
+CPU version of pytorch has smaller footprint - see installation instructions in
+pytorch documentation - https://pytorch.org/get-started/locally/
+pip install torch==2.3.1 torchvision==0.18.1 --index-url https://download.pytorch.org/whl/cpu
+
+pip install autogluon
+```
+
 提供github链接，并说明使用的命令以及参数设置
 
 ### Base DI 
diff --git a/expo/experimenter/experimenter.py b/expo/experimenter/experimenter.py
index 949ab97f1..e53bae972 100644
--- a/expo/experimenter/experimenter.py
+++ b/expo/experimenter/experimenter.py
@@ -77,7 +77,7 @@ class Experimenter:
         time_info = {
             "start_time": self.start_time,
             "end_time": end_time,
-            "duration (seconds)": float(end_time) - float(self.start_time)
+            "duration (minutes)": float(end_time) - float(self.start_time)
         }
         result = result.copy()
         result.insert(0, time_info)