Orchestrated a recurrent neural network for the purpose of determining the sentiment of a movie review using the IMDB data set. The model is trained using Amazon's SageMaker. In addition, I deployed the model and construct a simple web app to interact with the deployed model.

Access the website

Access the website deployed using AWS S3 bucket. Type your review and submit to examine its sentiment.

model/ : Contains the output of training the model on SageMaker. train/ : Contains model definition and code to train pipeline to train the model. serve/ : Contains code for deploying an endpoint to AWS Lambda or SageMaker used for inferencing. website/ : A ReactJs app to try it out. The app consumes the trained model instance deployed on AWS Lambda.

If you are interested in training a yourself, clone this repository to a SageMaker notebook instance.

Run all code cells in the notebook (This will take a very long time to run on a CPU, preferably you should run on a GPU instance eg ml.m4.xlarger).

If your interested in creating an end-point to the deployed model, go through the instruction in step 7 of the notebook.