diff --git a/install.md b/install.md
index 34d3a6e..0b935c1 100644
--- a/install.md
+++ b/install.md
@@ -1,8 +1,12 @@
  # PerfSPEC Learning Phase  INSTALLATION
 
+ By follwing thesed steps you can easy run **PerfSPEC notebooks**
+
+[[TOC]] 
+
 ## Python
 
-Due to [TensorFlow requiremens](https://www.tensorflow.org/install/pip) **Python 3.12** is the latest compatible
+> [!CAUTION] Due to [TensorFlow requiremens](https://www.tensorflow.org/install/pip) **Python 3.12** is the latest compatible
 
 
 For Linux
@@ -96,14 +100,13 @@ Connect with a browser to **http://localhost:2718**
 
 Start with [run_perfspec.py](https://repo.jesusperez.pro/jesus/perfspec-learning/src/branch/main/learning/python/run_perfspec.py)
 
-> A red box will appear at top left corner prompting to install required packages for the loaded notebook, in console where localhost:2718 appers listening [uv](https://docs.astral.sh/uv/) will do the magic by installing them using **pip** 
+> [!CAUTION] A red box will appear at top left corner prompting to install required packages for the loaded notebook, in console where localhost:2718 appers listening [uv](https://docs.astral.sh/uv/) will do the magic by installing them using **pip** 
 
 Note each notebook can import some extra packages like [train_perfspec.py](https://repo.jesusperez.pro/jesus/perfspec-learning/src/branch/main/learning/python/train_perfspec.py)
 
 In any case some notebook import content from others.
 
-When all notebooks have being loaded it will be posible also to use them as a Python script by run it in a terminal o console like this:
-
+> [!Tip] When all notebooks have being loaded it will be posible also to use them as a Python script by run it in a terminal o console like this:
 
 ```
 python model_perfspec.py -- --help