diff --git a/README.md b/README.md
index a220ff5..5559abb 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ include_toc: true
 
 # PerfSPEC Learning Phase PerfSPEC Learning Phasee
 
-Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], thir repository contains source files used to generate and process data.
+Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], this repository contains source files used to generate and process data.
 
 Main Reference: [PrefSPEC document](PerfSPEC.pdf) as [White paper](https://en.wikipedia.org/wiki/White_paper) 
 
@@ -71,10 +71,10 @@ Content structure overview with notes
     ├── install.md                     Installation notes
     ├── intro.md
     ├── learning
-    ├── models                        Extracted from compress archive
-    ├── models_sample.tar.xz          Comperss archive with 'models'
-    ├── presentacion.pdf              Presentation slides
-    └── raw-audit-logs.log.xz         Main Raw Logs file
+    ├── models                         Extracted from compress archive
+    ├── models_sample.tar.xz           Comperss archive with 'models'
+    ├── presentacion.pdf               Presentation slides
+    └── raw-audit-logs.log.xz          Main Raw Logs file
  </pre>   
 
 A [full directory layout](full_content_layout.md) is available.
diff --git a/about.md b/about.md
index 2c4d9bb..87a4b0b 100644
--- a/about.md
+++ b/about.md
@@ -5,7 +5,7 @@ include_toc: true
 
 # PerfSPEC Learning Phase - ABOUT
 
-Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], thir repository contains source files used to generate and process data.
+Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], this repository contains source files used to generate and process data.
 
 [PrefSPEC document](PerfSPEC.pdf)
 
diff --git a/full_content_layout.md b/full_content_layout.md
index 58a1c73..7246bd7 100644
--- a/full_content_layout.md
+++ b/full_content_layout.md
@@ -33,13 +33,13 @@
     │       ├── prepare_perfspec.py
     │       ├── run_perfspec.py
     │       └── train_perfspec.py
-    ├── models                        Extracted from compress archive
+    ├── models                         Extracted from compress archive
     │   ├── checkpoints
     │   │   ├── model_at_epoch_175.keras
     │   │   └── model_at_epoch_185.keras
     │   ├── history.json
     │   └── perfSPEC_model.keras
-    ├── models_sample.tar.xz          Comperss archive with 'models'
-    ├── presentacion.pdf              Presentation slides
-    └── raw-audit-logs.log.xz         Main Raw Logs file
+    ├── models_sample.tar.xz           Comperss archive with 'models'
+    ├── presentacion.pdf               Presentation slides
+    └── raw-audit-logs.log.xz          Main Raw Logs file
 </pre>
diff --git a/install.md b/install.md
index 486cd47..394a644 100644
--- a/install.md
+++ b/install.md
@@ -25,7 +25,7 @@ brew install python@3.12 python3-pip
 ```
 
 > [!WARNING]  
-> After install Python with **pip* and **virtualenv** <br>
+> After install Python with **pip** and **virtualenv** <br>
 > Install [TensorFlow requiremens](https://www.tensorflow.org/install/pip)
 
 ```
diff --git a/intro.md b/intro.md
index deda883..bfa79c5 100644
--- a/intro.md
+++ b/intro.md
@@ -5,7 +5,7 @@ include_toc: true
 
 # PerfSPEC Learning Phase  INTRO
 
-Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], thir repository contains source files used to generate and process data.
+Based in [PrefSPEC: Performance Profiling-based Proactive Security Policy Enforcement for Containers](https://ieeexplore.ieee.org/document/10577533) document presented in [1], this repository contains source files used to generate and process data.
 
 [PrefSPEC document](PerfSPEC.pdf)