In this project, I construct a recurrent neural network for the purpose of determining the sentiment of a movie review using the IMDB data set. The model is constructed using Amazon's SageMaker service. In addition, I deployed the model and construct a simple web app to interact with the deployed model.
The notebook and Python files provided here, once completed, result in a simple web app which interacts with a deployed recurrent neural network performing sentiment analysis on movie reviews. This project assumes some familiarity with SageMaker.
Clone this repository to a SageMaker notebook instance.
You need not modify anything, you only have to include your API url at the specified location inside the webpage. Simple webpage is found in website/index.html
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.