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Use ReactJS and TensorFlow to suggest icons based on text in a ToDo list app

Home Page: https://www.curiousily.com/posts/todo-list-text-classification-using-embeddings-and-deep-neural-networks/

HTML 11.80% JavaScript 88.20%
deep-learning javascript neural-network react reactjs tensorflow tensorflowjs text-classification

todo-list-icon-classification-with-tensorflow-js's Introduction

Hi there ๐Ÿ‘‹

Hey, I am Venelin. Thanks for stopping by!

I am from an awesome little country called Bulgaria.

I work as a full-time Machine Learning engineer and write tutorials on basic and advanced topics (videos, posts, and code - lots of it).

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Have an awesome day!

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todo-list-icon-classification-with-tensorflow-js's Issues

how to classify with more categories?

thanks for this tutorial! It's a great starting point.

I tried taking your example and training on more categories than just a binary classifier.
for this I added a block like this,
where you were returning a 2d array [1, 0]
I changed this to return 3 items like [1,0,0]

and then later in the prediction finding the right output.

when doing predictions with the same model later, I do get three values back from
model.predict.data()

but they don't map very well to the input data, I just get predictions for 1 or 2 columns, never the third etc.

Is there something else specific to your code that only works with a binary classifier?
like, I would need to add more layers to the model,
or use a different activation
or somehow be clearer about the inputShape that is passed in?

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