Pre-requisites

Run save_keras_model.ipynb to save model in required format

Tf serving:

Steps:

1. Install docker into your system

# For Ubuntu
sudo apt install docker.io

2. Clone tensorflow serving git repo

git clone https://github.com/tensorflow/serving

3. Pull Minimal Docker image for tf serving from Docker Hub

docker pull tensorflow/serving

4. Start TensorFlow Serving container and open the REST API port

bash run_tf_serving.sh

5. Query the model using the predict API

run_prediction.sh