diff --git a/docs.it4i/cs/amd.md b/docs.it4i/cs/amd.md
index 0cc12f3934c632359b6bbc25c5dfaeaa16c4ad9c..423f081df1ecc77103bc95bf8b4e5d521dc2f1b5 100644
--- a/docs.it4i/cs/amd.md
+++ b/docs.it4i/cs/amd.md
@@ -6,15 +6,18 @@ you need to prepare a job script for that partition or use the interactive job:
 ```
 salloc -N 1 -c 64 -A PROJECT-ID -p p03-amd --gres=gpu:4 --time=08:00:00
 ```
-where: 
-- -N 1 means allocating one server, 
-- -c 64 means allocation 64 cores,  
-- -A is your project, 
-- -p p03-amd is AMD partition, 
-- --gres=gpu:4 means allcating all 4 GPUs of the node,
-- --time=08:00:00 means allocation for 8 hours.  
 
-You have also an option to allocate subset of the resources only, by reducing the -c and --gres=gpu to smaller values. 
+where:
+
+- `-N 1` means allocating one server,
+- `-c 64` means allocation 64 cores, 
+- `-A` is your project,
+- `-p p03-amd` is AMD partition,
+- `--gres=gpu:4` means allocating all 4 GPUs of the node,
+- `--time=08:00:00` means allocation for 8 hours.
+
+You have also an option to allocate a subset of the resources only,
+by reducing the `-c` and `--gres=gpu` to smaller values.
 
 ```
 salloc -N 1 -c 48 -A PROJECT-ID -p p03-amd --gres=gpu:3 --time=08:00:00
@@ -22,22 +25,26 @@ salloc -N 1 -c 32 -A PROJECT-ID -p p03-amd --gres=gpu:2 --time=08:00:00
 salloc -N 1 -c 16 -A PROJECT-ID -p p03-amd --gres=gpu:1 --time=08:00:00
 ```
 
-### Note: 
-
-p03-amd01 server has hyperthreading enabled therefore htop shows 128 cores.
+!!! Note
 
-p03-amd02 server has hyperthreading dissabled therefore htop shows 64 cores.
+    p03-amd01 server has hyperthreading **enabled** therefore htop shows 128 cores.
 
+    p03-amd02 server has hyperthreading **disabled** therefore htop shows 64 cores.
 
 ## Using AMD MI100 GPUs
 
-The AMD GPUs can be programmed using the ROCm open-source platform (see: https://docs.amd.com/ for more information.)
+The AMD GPUs can be programmed using the ROCm open-source platform
+(for more information, see [https://docs.amd.com/][1].)
+
+ROCm and related libraries are installed directly in the system.
+You can find it here:
 
-ROCm and related libraries are installed directly in the system. You can find it here: 
 ```
 /opt/rocm/
 ```
-The actual version can be found here: 
+
+The actual version can be found here:
+
 ```
 [user@p03-amd02.cs]$ cat /opt/rocm/.info/version
 
@@ -46,9 +53,11 @@ The actual version can be found here:
 
 ## Basic HIP code
 
-The first way how to program AMD GPUs is to use HIP. 
+The first way how to program AMD GPUs is to use HIP.
 
-The basic vector addition code in HIP looks like this. This a full code and you can copy and paste it into a file. For this example we use `vector_add.hip.cpp` .  
+The basic vector addition code in HIP looks like this.
+This a full code and you can copy and paste it into a file.
+For this example, we use `vector_add.hip.cpp`.
 
 ```
 #include <cstdio>
@@ -123,44 +132,46 @@ int main()
 }
 ```
 
-To compile the code we use `hipcc` compiler. The compiler information can be found like this: 
+To compile the code, we use `hipcc` compiler.
+The compiler information can be found like this:
 
-````
-[user@p03-amd02.cs ~]$ hipcc --version 
+```
+[user@p03-amd02.cs ~]$ hipcc --version
 
 HIP version: 5.5.30202-eaf00c0b
 AMD clang version 16.0.0 (https://github.com/RadeonOpenCompute/llvm-project roc-5.5.1 23194 69ef12a7c3cc5b0ccf820bc007bd87e8b3ac3037)
 Target: x86_64-unknown-linux-gnu
 Thread model: posix
 InstalledDir: /opt/rocm-5.5.1/llvm/bin
-````
+```
 
-The code is compiled a follows: 
+The code is compiled as follows:
 
 ```
 hipcc vector_add.hip.cpp -o vector_add.x
 ```
 
-The correct output of the code is: 
+The correct output of the code is:
+
 ```
-[user@p03-amd02.cs ~]$ ./vector_add.x 
+[user@p03-amd02.cs ~]$ ./vector_add.x
 X:    0.00    1.00    2.00    3.00    4.00    5.00    6.00    7.00    8.00    9.00
 Y:    0.00   10.00   20.00   30.00   40.00   50.00   60.00   70.00   80.00   90.00
 Y:    0.00  110.00  220.00  330.00  440.00  550.00  660.00  770.00  880.00  990.00
 ```
 
-## HIP and ROCm libraries
-
-The list of official AMD libraries can be found here: https://docs.amd.com/category/libraries. 
+## HIP and ROCm Libraries
 
+The list of official AMD libraries can be found here: [https://docs.amd.com/category/libraries][2]. 
 
+The libraries are installed in the same directory as ROCm
 
-The libraries are installed in the same directory is ROCm 
 ```
 /opt/rocm/
 ```
 
-Following libraries are installed: 
+Following libraries are installed:
+
 ```
 drwxr-xr-x  4 root root   44 Jun  7 14:09 hipblas
 drwxr-xr-x  3 root root   17 Jun  7 14:09 hipblas-clients
@@ -172,7 +183,7 @@ drwxr-xr-x  4 root root   44 Jun  7 14:09 hipsolver
 drwxr-xr-x  4 root root   44 Jun  7 14:09 hipsparse
 ```
 
-and 
+and
 
 ```
 drwxr-xr-x  4 root root   32 Jun  7 14:09 rocalution
@@ -185,11 +196,11 @@ drwxr-xr-x  4 root root   44 Jun  7 14:09 rocsparse
 drwxr-xr-x  3 root root   29 Jun  7 14:09 rocthrust
 ```
 
+### Using hipBlas Library
 
-
-### Using hipBlas library
-
-The basic code in HIP that uses hipBlas looks like this. This a full code and you can copy and paste it into a file. For this example we use `hipblas.hip.cpp` .  
+The basic code in HIP that uses hipBlas looks like this.
+This is a full code and you can copy and paste it into a file.
+For this example we use `hipblas.hip.cpp`.
 
 ```
 #include <cstdio>
@@ -304,14 +315,17 @@ int main()
 }
 ```
 
-The code compilation can be done as follows: 
+The code compilation can be done as follows:
+
 ```
 hipcc hipblas.hip.cpp -o hipblas.x -lhipblas
 ```
 
-### Using hipSolver library
+### Using hipSolver Library
 
-The basic code in HIP that uses hipSolver looks like this. This a full code and you can copy and paste it into a file. For this example we use `hipsolver.hip.cpp` .  
+The basic code in HIP that uses hipSolver looks like this.
+This a full code and you can copy and paste it into a file.
+For this example we use `hipsolver.hip.cpp`.
 
 ```
 #include <cstdio>
@@ -439,18 +453,18 @@ int main()
 }
 ```
 
-The code compilation can be done as follows: 
+The code compilation can be done as follows:
+
 ```
 hipcc hipsolver.hip.cpp -o hipsolver.x -lhipblas -lhipsolver
 ```
 
-### Other AMD libraries and frameworks 
-
-
-
-
+### Other AMD Libraries and Frameworks
 
 Please see [gcc options](https://gcc.gnu.org/onlinedocs/gcc/AArch64-Options.html) for more advanced compilation settings.
 No complications are expected as long as the application does not use any intrinsic for `x64` architecture.
 If you want to use intrinsic,
-[SVE](https://developer.arm.com/documentation/102699/0100/Optimizing-with-intrinsics) instruction set is available.
\ No newline at end of file
+[SVE](https://developer.arm.com/documentation/102699/0100/Optimizing-with-intrinsics) instruction set is available.
+
+[1]: https://docs.amd.com/
+[2]: https://docs.amd.com/category/libraries