Release Version 1.0

Weight Blocks

  • BaseWeightBlock

  • Linear

  • AutomaticLinear

  • Bias

  • AutomaticBias

Convolution Blocks

  • BaseConvolutionBlock

  • Convolution1D

  • AutomaticConvolution1D

  • Convolution2D

  • AutomaticConvolution2D

  • Convolution3D

  • AutomaticConvolution3D

Pooling Blocks:

  • BasePoolingBlock

  • AveragePooling1D

  • AveragePooling2D

  • AveragePooling3D

  • MaximumPooling1D

  • MaximumPooling2D

  • MaximumPooling3D

  • MinimumPooling1D

  • MinimumPooling2D

  • MinimumPooling3D

  • MaximumUnpooling1D

  • MaximumUnpooling2D

  • MaximumUnpooling3D

Activation Blocks:

  • BaseActivationBlock

  • Tanh

  • ReLU

  • LeakyReLU

  • SigmoidLinearUnit

  • Sigmoid

  • Tanh

  • Softmax

  • Mish

  • Gaussian

  • ExponentialLinearUnit

Shape Transformation Blocks:

  • BaseShapeTransformationBlock

  • Reshape

  • Flatten

  • Transpose

  • Permute

Attention Blocks:

  • BaseAttentionBlock

  • ScaledDotProductAttention

Dropout Blocks:

  • BaseDropoutBlock

  • Dropout

Padding Blocks:

  • BasePaddingBlock

  • ZeroPadding

Encoding Blocks:

  • BaseEncodingBlock

  • PositionalEncoding

  • OneHotEncoding

  • LabelEncoding

Operator Blocks:

  • BaseOperatorBlock

  • Add

  • Subtract

  • Multiply

  • Divide

  • Sum

  • DotProduct

  • Mean

  • StandardDeviation

  • ZScoreNormalization

CostFunctions

  • BaseCostFunction

  • BinaryCrossEntropy

  • CategoricalCrossEntropy

  • FocalLoss

  • MeanAbsoluteError

  • MeanSquaredError

Containers:

  • Sequential

  • ComputationalGraph

Regularizers:

  • BaseRegularizer

  • Lasso

  • Ridge

  • ElasticNet

ValueSchedulers

  • BaseValueScheduler

  • TimeDecay

  • StepDecay

Utilities:

  • Tokenizer

  • IterativeTrainingWrapper

  • TensorToClassConverter

Deep Reinforcement Models:

  • DeepQLearning

  • DeepDoubleQLearningV1

  • DeepDoubleQLearningV2

  • DeepClippedDoubleQLearning

  • DeepStateActionRewardStateAction

  • DeepDoubleStateActionRewardStateActionV1

  • DeepDoubleStateActionRewardStateActionV2

  • DeepExpectedStateActionRewardStateAction

  • DeepDoubleExpectedStateActionRewardStateActionV1

  • DeepDoubleExpectedStateActionRewardStateActionV2

  • ActorCritic

  • AdvantageActorCritic

  • ProximalPolicyOptimization

  • ProximalPolicyOptimizationClip

  • REINFORCE

Cores

  • BaseInstance

  • BaseFunctionBlock

  • InputHolder

  • AutomaticDifferentiationTensor

  • SymbolicDifferentiationTensor