Presented at the first TensorFlow.js Community Show and Tell and found on the Twilio blog here.
- Make a Twilio account, a trial one is okay
- A Twilio phone number with SMS capabilities
- Node.js installed
This uses a TensorFlow.js-provided, pre-trained model trained on a set of 25,000 movie reviews from IMDB, given either a positive or negative sentiment label, and two model architectures to use: CNN or LSTM. This post will be using the CNN.
Replace
process.env.TWILIO_ACCOUNT_SID,
process.env.TWILIO_AUTH_TOKEN
with your Twilio account credentials and then run node sentimentanalysissms.js on the command line to run this file and see how your year went based on text messages sent from your Twilio client/phone numbers.
To test the sentiment analysis on any string, you can change
setup().then(function (result) {
run(result);
});
to
run([]);