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Documentation updated again
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Jan authored and Jan committed Jan 21, 2018
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Expand Up @@ -21,71 +21,71 @@ Features index

- Principal Component Analysis (PCA)

* Zero Phase Component Analysis (ZCA)
* Zero Phase Component Analysis (ZCA)

- Independent Component Analysis (ICA)

- Restricted Boltzmann machines

* centered BinaryBinary RBM (BB-RBM)
* centered BinaryBinary RBM (BB-RBM)

* centered GaussianBinary RBM (GB-RBM) with fixed variance
* centered GaussianBinary RBM (GB-RBM) with fixed variance

* centered GaussianBinaryVariance RBM (GB-RBM) with trainable variance
* centered GaussianBinaryVariance RBM (GB-RBM) with trainable variance

* centered BinaryBinaryLabel RBM (BBL-RBM)
* centered BinaryBinaryLabel RBM (BBL-RBM)

* centered GaussianBinaryLabel RBM (GBL-RBM)
* centered GaussianBinaryLabel RBM (GBL-RBM)

* centered BinaryRect RBM (BR-RBM)
* centered BinaryRect RBM (BR-RBM)

* centered RectBinary RBM (RB-RBM)
* centered RectBinary RBM (RB-RBM)

* centered RectRect RBM (RR-RBM)
* centered RectRect RBM (RR-RBM)

* centered GaussianRect RBM (GR-RBM)
* centered GaussianRect RBM (GR-RBM)

* centered GaussianRectVariance RBM (GRV-RBM)
* centered GaussianRectVariance RBM (GRV-RBM)

* Sampling Algorithms for RBMs
* Sampling Algorithms for RBMs

+ Gibbs Sampling
+ Gibbs Sampling

+ Persistent Gibbs Sampling
+ Persistent Gibbs Sampling

+ Parallel Tempering Sampling
+ Parallel Tempering Sampling

+ Independent Parallel Tempering Sampling
+ Independent Parallel Tempering Sampling

* Training for RBMs
* Training for RBMs

+ Exact gradient (GD)
+ Exact gradient (GD)

+ Contrastive Divergence (CD)
+ Contrastive Divergence (CD)

+ Persistent Contrastive Divergence (PCD)
+ Persistent Contrastive Divergence (PCD)

+ Independent Parallel Tempering Sampling
+ Independent Parallel Tempering Sampling

* Log-likelihodd estimation for RBMs
* Log-likelihodd estimation for RBMs

+ Exact Partition function
+ Exact Partition function

+ Annealed Importance Sampling (AIS)
+ Annealed Importance Sampling (AIS)

+ reverse Annealed Importance Sampling (AIS)
+ reverse Annealed Importance Sampling (AIS)

- Autoencoder

* Centered denoising autoencoder including various noise functions
* Centered denoising autoencoder including various noise functions

* Centered contractive autoencoder
* Centered contractive autoencoder

* Centered sparse autoencoder
* Centered sparse autoencoder

* Centered slowness autoencoder
* Centered slowness autoencoder

* Several regularization methods like l1,l2 norm, Dropout, gradient clipping, ...
* Several regularization methods like l1,l2 norm, Dropout, gradient clipping, ...


Scientific use
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