Predicting Keyword Popularity using TensorFlow JS

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  Example Prediction

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  Example Moving Average prediction

Inspiration

Wanted to create a tool that can predict

What it does

After calling the current trending keyword from Google Trend API, I train a simple three-layer deep learning model to perform regression.

How I built it

Node JS: Backend Next JS (React JS): Frontend Analytics: Tensorflow JS

Paper Version

We wrote a simple paper around this project (https://jaedukseo.me/pdf/tensorflowjs_prediction.pdf)

Challenges I ran into

There was a limit on how many times I can call the Google Trend API, developing with a lot of tests was hard.

Accomplishments that I'm proud of

I was able to successfully train a deep neural network on the browser, and test it as well.

What I learned

How to use Next JS as well as Tensorflow JS, and how long training might take time.

What's next for Predicting Keyword Popularity using TensorFlow JS

As for now, training a deeper model.

Built With

• javascript
• next
• node.js
• react
• tensorflowjs