Man pages for deeplearning
An Implementation of Deep Neural Network for Regression and Classification
| applyDropoutMask | Applies the given dropout mask to the given data row-wise. |
| AR | Calculates the Accuracy Ratio of a classifier |
| AR.DArch | Calculates the Accruacy Ratio of a given set of probability |
| AR.default | Calculates the Accruacy Ratio of a given set of probability |
| AR.numeric | Calculates the Accruacy Ratio of a given set of probability |
| backpropagate_delta_bn | Calculates the delta functions using backpropagation |
| batch_normalization | Batch Normalization Function that normalizes the input before... |
| batch_normalization_differential | Function that calcualtes the differentials in the batch... |
| calcualte_population_mu_sigma | Calculates the mu and sigmas of a darch instance |
| classification_error | Calculates the classification error |
| convert_categorical | Data proprosess function that covnerts a categorical input to... |
| crossEntropyErr | Calculates the cross entropy error |
| finetune_SGD_bn | Updates a deep neural network's parameters using stochastic... |
| generateDropoutMask | Generates the dropout mask for the deep neural network |
| generateDropoutMasksForDarch | Generates dropout masks for dnn |
| matMult | Calculates the outer product of two matricies |
| meanSquareErr | Calculates the mean squared error |
| new_dnn | Creats a new instance of darch class |
| print_weight | Prints out the weight of a deep neural network |
| rectified_linear_unit_function | Rectified Linear Unit Function |
| reset_population_mu_sigma | Resets the mu and sigmas of a darch instance to 0 and 1 |
| rsq | Calculate the RSQ of a regression model Utilitiy function... |
| rsq.DArch | Utilitiy function that calcualtes RSQ of a DArch instance |
| rsq.lm | Utilitiy function that calcualtes RSQ of a linear model |
| run_dnn | Execution function that runs in the batch normalization mode |
| train_dnn | Train a deep neural network |
| verticalize | Creates a matrix by repeating a row vector N times |
