shiffman / Tensorflow Js Examples
Working on some new examples with tensorflow.js and p5.js
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p5js
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TensorFlow.js Examples
XOR vanilla neural network
Doodle Classifier
This repo is experimental and in progress. It is an "MNIST"-style classification example using the Google QuickDraw dataset, p5js, and tensorflow.js. It is loosely based on the tfjs MNIST example.
Reference
RoadMap
- [ ] Simplify model removing convolutional layers. The idea is for this to be a dropdead simple example that I can use to explain tensorflow.js and the layers API. I'd like to cover convolutional neural networks as a secondary example.
- [ ] Incorporate testing data. At the moment no any validation / testing data is included during training. For clarity of the example I might like to run the testing as a separate function. What do the results mean me if I give it
null
data? - [ ] Guess user drawings in real-time.
- [ ] Train with a much larger dataset.
- [ ] Save model using local storage or to JSON file.
- [ ] Bring the idea of a higher level
Classifier
class that wraps keras layers into ml5.
Neuro-Evolution
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