Add README section for API

README.md

@@ -215,7 +215,7 @@ jupyter lab
 
 From there you can start running the notebooks in Jupyter Lab, via the url they provide you in the console.  
 
-#### Docker
+#### Docker for Jupyter
 
 You can build and run the docker using the following process:
 
@@ -226,18 +226,43 @@ git clone https://github.com/jantic/DeOldify.git DeOldify
 
 Building Docker
 ```console
-cd DeOldify && docker build -t deoldify .
+cd DeOldify && docker build -t deoldify_jupyter -f Dockerfile .
 ```
 
 Running Docker
 ```console
-echo "http://$(curl ifconfig.io):8888" && nvidia-docker run --ipc=host --env NOTEBOOK_PASSWORD="pass123" -p 8888:8888 -it deoldify
+echo "http://$(curl ifconfig.io):8888" && nvidia-docker run --ipc=host --env NOTEBOOK_PASSWORD="pass123" -p 8888:8888 -it deoldify_jupyter
 ```
 
+#### Docker for API
+
+You can build and run the docker using the following process:
+
+Cloning
+```console
+git clone https://github.com/jantic/DeOldify.git DeOldify
+```
+
+Building Docker
+```console
+cd DeOldify && docker build -t deoldify_api -f Dockerfile-api .
+```
+
+Running Docker
+```console
+echo "http://$(curl ifconfig.io):5000" && nvidia-docker run --ipc=host -p 5000:5000 -it deoldify_api
+```
+
+Calling the API
+```console
+curl -X POST "http://MY_SUPER_API_IP:5000/process" -H "accept: image/png" -H "Content-Type: application/json" -d "{\"source_url\":\"http://www.afrikanheritage.com/wp-content/uploads/2015/08/slave-family-P.jpeg\", \"render_factor\":35}" --output colorized_image.png
+```
+
+#### Note Regarding Docker
 If you don't have Nvidia Docker, here is the installation guide :
 https://github.com/nvidia/nvidia-docker/wiki/Installation-(version-2.0)#installing-version-20
 
-#### Note 
+#### Note GIT LFS (test images download support)
 Make sure you have Git LFS installed if you're planning on using images in the /test_images/ folder.  Otherwise, you'll just wind up getting tiny files that will have the same file names but you will run into errors trying to open them or colorize them.  If you have a fancy shmancy git client like GitHub Desktop, it will probably prompt you to install it and do it for you.  If that doesn't happen,  get it here: https://git-lfs.github.com/
 
 --------------------------
@@ -289,4 +314,3 @@ We suspect some of you are going to want access to the original DeOldify model f
 ### Want More?
 
 I'll be posting more results on Twitter. [<img src="resource_images/Twitter_Social_Icon_Rounded_Square_Color.svg" width="28">](https://twitter.com/citnaj)
-