Feature list

List of all features in nano-keras

Overview

Models

Layers

Activation functions

Loss functions

Optimizers

Callbacks

Regulizers

Parameter initializers

Models

1. NN - my version of keras.models.Sequential

Layers

1. Input

2. Dense

3. Dropout

4. Conv1D/2D

5. MaxPool1D/2D

6. MinPool1D/2D

7. AvgPool1D/2D

8. Flatten

9. Reshape

10. LSTM

11. GRU

12. Embedding

13. MultiHeadAttention

Activation functions

1. Sigmoid

2. Tanh

3. ReLU

4. LeakyReLU

5. ELU

6. Softmax

Loss functions

1. Mean absolute error

2. Mean squared error

3. Binary cross entropy

4. Categorical cross entropy

5. Hinge loss

6. Huber loss

Optimizers

1. SGD

2. Adam

3. Adadelta

4. Adagrad

5. NAdam

6. RMSProp

7. Adafactor

8. AdaMax

9. AdamW

10. Ftrl

Callbacks

1. EarlyStopping

2. CSVLogger

3. LearningRateScheduler

Regulizers

1. L1

2. L2

3. L1L2

Parameter initializers

1. Random Normal/Uniform

2. Xavier/Gloriot Normal/Uniform

3. He Normal/Uniform

4. Ones/Zeros

5. Constant