hyperparameter optimization for Javascript
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parameter expressions

hpjs.choice(options)

hpjs.randint(upper)

hpjs.uniform(low, high)

hpjs.quniform(low, high, q)

hpjs.loguniform(low, high)

hpjs.qloguniform(low, high, q)

hpjs.normal(mu, sigma)

hpjs.qnormal(mu, sigma, q)

hpjs.lognormal(mu, sigma)

hpjs.qlognormal(mu, sigma, q)

fmin examples

x ** 2 - x - 2

Tiny tensorflow

TensorFlow.js

find best optimizer and number of epochs for the "tiny" tensorflow.js sample

sgd
optimizer
250
epochs

Iris Dataset

TensorFlow.js

find best optimizer and number of layers for the iris dataset

rmsprop
optimizer
3
numLayers

Mnist Dataset

TensorFlow.js

find best neural net type (Convolutional vs dense) and activation fns for the input and output layers for the Mnist dataset

ConvNet
net_type
tanh
inActivation
softmax
outActivation
hpjs
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