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Title: GitHub - EigenPro/EigenPro-tensorflow: EigenPro iteration in Tensorflow (Keras)

Open Graph Title: GitHub - EigenPro/EigenPro-tensorflow: EigenPro iteration in Tensorflow (Keras)

X Title: GitHub - EigenPro/EigenPro-tensorflow: EigenPro iteration in Tensorflow (Keras)

Description: EigenPro iteration in Tensorflow (Keras). Contribute to EigenPro/EigenPro-tensorflow development by creating an account on GitHub.

Open Graph Description: EigenPro iteration in Tensorflow (Keras). Contribute to EigenPro/EigenPro-tensorflow development by creating an account on GitHub.

X Description: EigenPro iteration in Tensorflow (Keras). Contribute to EigenPro/EigenPro-tensorflow development by creating an account on GitHub.

Opengraph URL: https://github.com/EigenPro/EigenPro-tensorflow

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https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#eigenpro
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#intro
the paperhttps://arxiv.org/abs/1703.10622
https://www.codecogs.com/eqnedit.php?latex=\arg&space;\min_{{\pmb&space;\alpha}&space;\in&space;\mathcal{H}}&space;\frac{1}{n}&space;\sum_{i=1}^{n}&space;{&space;(\left&space;\langle&space;{\pmb&space;\alpha},&space;{\pmb&space;x}_i&space;\right&space;\rangle_\mathcal{H}&space;-&space;y_i)^2}
https://www.codecogs.com/eqnedit.php?latex=\inline&space;\{({\pmb&space;x}_i,&space;y_i)\}_{i=1}^n
https://www.codecogs.com/eqnedit.php?latex=\inline&space;X&space;\doteq&space;({\pmb&space;x}_1,&space;\ldots,&space;{\pmb&space;x}_n)^T,&space;{\pmb&space;y}&space;\doteq&space;(y_1,&space;\ldots,&space;y_n)^T
https://www.codecogs.com/eqnedit.php?latex=\inline&space;\mathcal{H}
https://www.codecogs.com/eqnedit.php?latex=\inline&space;\left&space;\langle&space;{\pmb&space;\alpha},&space;{\pmb&space;x}_i&space;\right&space;\rangle_\mathcal{H}&space;\doteq&space;{\pmb&space;\alpha}^T&space;{\pmb&space;x}_i
https://www.codecogs.com/eqnedit.php?latex={\pmb&space;\alpha}&space;\leftarrow&space;{\pmb&space;\alpha}&space;-&space;\eta&space;(H&space;{\pmb&space;\alpha}&space;-&space;{\pmb&space;b})
https://www.codecogs.com/eqnedit.php?latex=\inline&space;H&space;\doteq&space;X^T&space;X
https://www.codecogs.com/eqnedit.php?latex=\inline&space;{\pmb&space;b}&space;\doteq&space;X^T{\pmb&space;y}
https://www.codecogs.com/eqnedit.php?latex=\inline&space;\eta&space;\leftarrow&space;1.5&space;\cdot&space;\lambda_1(H)^{-1}
https://www.codecogs.com/eqnedit.php?latex=P&space;\doteq&space;I&space;-&space;\sum_{i=1}^k&space;{(1&space;-&space;\tau&space;\frac{\lambda_{k+1}(H)}&space;{\lambda_i(H)})&space;{\pmb&space;e}_i(H)&space;{\pmb&space;e}_i(H)^T}
https://www.codecogs.com/eqnedit.php?latex=\inline&space;\tau&space;\leq&space;1
https://www.codecogs.com/eqnedit.php?latex={\pmb&space;\alpha}&space;\leftarrow&space;{\pmb&space;\alpha}&space;-&space;(\eta&space;\frac{\lambda_1(H)}{\lambda_{k+1}(H)})&space;P(H&space;{\pmb&space;\alpha}&space;-&space;{\pmb&space;b})
https://www.codecogs.com/eqnedit.php?latex=\inline&space;\lambda_1(H)&space;/&space;\lambda_{k+1}(H)
https://www.codecogs.com/eqnedit.php?latex=\inline&space;\mathcal{H}
https://www.codecogs.com/eqnedit.php?latex=\inline&space;\mathrm{span}_{{\pmb&space;x}&space;\in&space;\{&space;{\pmb&space;x}_1,&space;\ldots,&space;{\pmb&space;x}_n&space;\}}&space;\{&space;k(\cdot,&space;{\pmb&space;x})&space;\}
the paperhttps://arxiv.org/abs/1703.10622
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#requirements-tensorflow-121-and-keras-208
Tensorflow installation guidehttps://www.tensorflow.org/install/install_linux
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#running-experiments
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#an-example-of-building-and-training-a-kernel-model
Keras tutorialhttps://keras.io/getting-started/sequential-model-guide/
https://www.codecogs.com/eqnedit.php?latex=\inline&space;{\pmb&space;x}&space;\rightarrow&space;(k({\pmb&space;x},&space;{\pmb&space;x}_1),&space;\ldots,&space;k({\pmb&space;x},&space;{\pmb&space;x}_n))^T
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#using-the-eigenpro-iteration
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#reference-experimental-results
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#classification-error-mnist
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#training-time-per-epoch
https://patch-diff.githubusercontent.com/EigenPro/EigenPro-tensorflow#eigenpro-preprocessing-time
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