Deep Learning Algorithm Implementations 1.0.0
C++ implementations of fundamental deep learning algorithms
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Classes | |
class | Adam |
Adam optimizer with autograd support. More... | |
class | AdamW |
AdamW optimizer with autograd support. More... | |
class | AutogradOptimizer |
Base class for autograd-compatible optimizers. More... | |
class | LRScheduler |
Learning rate scheduler base class. More... | |
class | RMSprop |
RMSprop optimizer with autograd support. More... | |
class | SGD |
Stochastic Gradient Descent optimizer with autograd support. More... | |
class | StepLR |
Step learning rate scheduler Decays learning rate by gamma every step_size epochs. More... | |
Typedefs | |
using | SGDD = SGD< double > |
using | SGDF = SGD< float > |
using | AdamD = Adam< double > |
using | AdamF = Adam< float > |
using | AdamWD = AdamW< double > |
using | AdamWF = AdamW< float > |
using | RMSpropD = RMSprop< double > |
using | RMSpropF = RMSprop< float > |
using | StepLRD = StepLR< double > |
using | StepLRF = StepLR< float > |
using dl::optimization::AdamD = typedef Adam<double> |
Definition at line 337 of file optimizers.hpp.
using dl::optimization::AdamF = typedef Adam<float> |
Definition at line 338 of file optimizers.hpp.
using dl::optimization::AdamWD = typedef AdamW<double> |
Definition at line 339 of file optimizers.hpp.
using dl::optimization::AdamWF = typedef AdamW<float> |
Definition at line 340 of file optimizers.hpp.
using dl::optimization::RMSpropD = typedef RMSprop<double> |
Definition at line 341 of file optimizers.hpp.
using dl::optimization::RMSpropF = typedef RMSprop<float> |
Definition at line 342 of file optimizers.hpp.
using dl::optimization::SGDD = typedef SGD<double> |
Definition at line 335 of file optimizers.hpp.
using dl::optimization::SGDF = typedef SGD<float> |
Definition at line 336 of file optimizers.hpp.
using dl::optimization::StepLRD = typedef StepLR<double> |
Definition at line 343 of file optimizers.hpp.
using dl::optimization::StepLRF = typedef StepLR<float> |
Definition at line 344 of file optimizers.hpp.