Update README.md

Signed-off-by: Tyler Titsworth <tyler.titsworth@intel.com>

Author: Tyler Titsworth

python/README.md

@@ -2,8 +2,6 @@
 
 [Intel® Distribution for Python] enhances performance and can improve your program speed from 10 to 100 times faster. It is a Python distribution that includes the [Intel® Math Kernel Library] (oneMKL) and other Intel performance libraries to enable near-native performance through acceleration of core numerical and machine learning packages.
 
-[Intel® Distribution for Python] is available as part of the [Intel® oneAPI Base Toolkit](https://software.intel.com/content/www/us/en/develop/tools/oneapi/base-toolkit.html).
-
 ## Images
 
 The images below include variations for only the core packages in the [Intel® Distribution for Python] installation, or all of the packages.
@@ -13,7 +11,33 @@ The images below include variations for only the core packages in the [Intel® D
 | `3.10-full`, `latest`  | `2024.2.0` |
 | `3.10-core`            | `2024.2.0` |
 
-## Build from Source
+## Run a Performance Sample
+
+To run a performance sample run the following commands:
+
+```bash
+git clone https://github.com/intel/ai-containers
+cd ai-containers/python
+docker run --rm -it \
+    -v $PWD/tests:/tests \
+    intel/python:latest \
+    python /tests/perf_sample.py
+```
+
+### Compare the results against stock python
+
+In the previous command, you should see a result at the bottom like: `Time Consuming: 0.03897857666015625`. We can compare this against `python:3.11-slim-bullseye`
+
+```bash
+docker run --rm -it \
+    -v $PWD/tests:/tests \
+    python:3.11-slim-bullseye \
+    bash
+pip install numpy
+python /tests/perf_sample.py
+```
+
+## Build from Source (Advanced)
 
 To build the images from source, clone the [Intel® AI Containers](https://github.com/intel/ai-containers) repository, follow the main `README.md` file to setup your environment, and run the following commands:
 
@@ -30,17 +54,6 @@ You can find the list of services below for each container in the group:
 | `idp`        | Base image with [Intel® Distribution for Python]                    |
 | `pip`        | Equivalent python image without [Intel® Distribution for Python]    |
 
-## Run a Performance Sample
-
-To run a performance sample, clone the [Intel® AI Containers](https://github.com/intel/ai-containers) repository, follow the main `README.md` file to setup your environment, and run the following commands:
-
-```bash
-cd python
-docker run --rm -it \
-    -v $PWD/tests:/tests \
-    intel/python:latest \
-    python /tests/perf_sample.py
-```
 
 ## License