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Merge branch 'master' of https://github.com/deephealthproject/eddl
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RParedesPalacios committed May 17, 2020
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| Input | ✔️ | ✔️ | ✔️ | Used to instantiate a EDDL tensor. |
| Reshape | ✔️ | ✔️ | ✔️ | Reshapes an output to a certain shape. |
| Permute | ✔️ | ✔️ | ✔️ | Permutes the dimensions of the input according to a given pattern. |
| Embedding | | | ❌️ | Turns positive integers (indexes) into dense vectors of fixed size; (also known as mapping). e.g. `[[4], [20]] -> [[0.25, 0.1], [0.6, -0.2]]` |
| Embedding | | | ❌️ | Turns positive integers (indexes) into dense vectors of fixed size; (also known as mapping). e.g. `[[4], [20]] -> [[0.25, 0.1], [0.6, -0.2]]` |
| Transpose | ✔️ | ✔️ | ❌️ | Permute the last two dimensions |


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| Functionality | CPU | GPU | ONNX | Comments |
| ------------- |------| -----| ------|---------|
| GRU | ❌️ | ❌️ | ❌️ | Gated Recurrent Unit - Cho et al. 2014. |
| LSTM | | ❌️ | ❌️ | Long Short-Term Memory layer - Hochreiter 1997. |
| RNN | | ❌️ | ❌️ | Fully-connected RNN where the output is to be fed back to input. |
| LSTM | | ✔️ | ❌️ | Long Short-Term Memory layer - Hochreiter 1997. |
| RNN | | ✔️ | ❌️ | Fully-connected RNN where the output is to be fed back to input. |


## Regularizer layers
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| MSLE | ❌️ | ❌️ | Mean Squared Logarithmic Error |
| Min | ✔️ | ✔️ | Minimum Error |
| Hinge | ❌️ | ❌️ | Hinge Error |
| Dice | ✔️ | ✔️ | Dice loss |
| SoftCrossEntropy | ✔️ | ✔️ | Soft-Categorical Cross-Entropy Error |


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| MAE | ✔️ | ✔️ | Mean Absolute Error |
| MRE | ✔️ | ✔️ | Mean Relative Error |
| Sum | ✔️ | ✔️ | Sum Error |
| Dice | ✔️ | ✔️ | Dice error |


# Optimizers
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