diff --git a/README.md b/README.md
index 12f2104..ca988ff 100644
--- a/README.md
+++ b/README.md
@@ -113,15 +113,15 @@ Steps needed to do inference on tkDNN with a custom neural network.
 
 ## Exporting weights
 
-For specific details on how to export weights see ./docs/exporting_weights.md
+For specific details on how to export weights see [here](./docs/exporting_weights.md)
 
 ## Run the demo 
 
-For specific details on how to run the demos see ./docs/demo.md
+For specific details on how to run the demos see [here](./docs/demo.md)
 
 ## mAP demo
 
-For specific details on how to run the mAP demo see ./docs/mAP_demo.md
+For specific details on how to run the mAP demo see [here](./docs/mAP_demo.md)
 
 ## Existing tests and supported networks
 
@@ -155,7 +155,7 @@ For specific details on how to run the mAP demo see ./docs/mAP_demo.md
 
 ### tkDNN on Windows 10 (experimental)
 
-For specific details on how to run the demos on Windows 10 see ./docs/windows.md
+For specific details on how to run the demos on Windows 10 see [here](./docs/windows.md)
 
 ## References
 
diff --git a/docs/demo.md b/docs/demo.md
index 8516619..1ac1695 100644
--- a/docs/demo.md
+++ b/docs/demo.md
@@ -22,13 +22,13 @@
 ## Index
 
  - [Run the demo](#run-the-demo)
-    - [2D Object Detection](#object-detection-2d)
-    - [3D Object Detection](#object-detection-3d)
-    - [Object Detection & Tracking](#object-detection-tracking)
+    - [2D Object Detection](#2d-object-detection)
+    - [3D Object Detection](#3d-object-detection)
+    - [Object Detection and Tracking](#object-detection-and-tracking)
     - [FP16 inference](#fp16-inference)
     - [INT8 inference](#int8-inference)
     - [Batching](#batching)
-    - [Run the demo on Windows](#demo-windows)
+    - [Run the demo on Windows](#run-the-demo-on-windows)
 
 ## Run the demo 
 
@@ -84,7 +84,7 @@ The demo3D program takes the same parameters of the demo program:
 ./demo3D <network-rt-file> <path-to-video> <kind-of-network> <number-of-classes> <n-batches> <show-flag> <conf-thresh>
 ```
 
-### Object Detection & Tracking
+### Object Detection and Tracking
 
 To run the 3D object detection & tracking demo follow these steps (example with CenterTrack based on DLA34):
 ```
diff --git a/docs/exporting_weights.md b/docs/exporting_weights.md
index c81b7c8..e1059aa 100644
--- a/docs/exporting_weights.md
+++ b/docs/exporting_weights.md
@@ -8,7 +8,7 @@
     - [3)Export weights for CenterNet](#3export-weights-for-centernet)
     - [4)Export weights for MobileNetSSD](#4export-weights-for-mobilenetssd)
     - [5)Export weights for CenterTrack](#5export-weights-for-centertrack)
- - [Darknet Parser](#darkent-parser)
+ - [Darknet Parser](#darknet-parser)
 
 ## How to export weights