Dog or Cat Classifier Using TensorFlow

Getting Started

This app uses docker which is only avaible on Window10 Pro or Enterprize , this doesnt run on Windows Home but is accessible easily in case of other OS I recommend using an Ubuntu or Mac or any linux based OS and install docker, go to this link for details.

$sudo apt install docker.io

This program needs to be run in Python3 only. So if you need to install python3's pip use the following command

$sudo apt install python3 python3-pip

After installing pip3, run the requirements.

$pip3 install -r requirements.txt

Now to run the program,

First you need to load the dataset from docker.

$sudo docker run -p 8501:8501 --name=pets -v "/<----the address of the pets folder--->/pets/:/models/pets/1" -e MODEL_NAME=pets tensorflow/serving

Please see that you need to specify the address clearly.

You can close the terminal or start a new one, either ways it runs in the background, you can check by the following command.

$sudo docker ps

Now run the flask server.

$python3 app.py

You'll find the page in localhost:5000 or 127.0.0.1:5000, open the link in your browser.

Upload the image, and click the button to send, and you'll find the result.

In Case of any error based on missing modules or modules not found

$pip3 install <module_name>