High-Level Modeling Functions with 'torch'

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Documentation for package ‘brulee’ version 1.0.0

• DESCRIPTION file.
• Package NEWS.

Help Pages

autoplot.brulee_auto_int	Plot model loss over epochs
autoplot.brulee_linear_reg	Plot model loss over epochs
autoplot.brulee_logistic_reg	Plot model loss over epochs
autoplot.brulee_mlp	Plot model loss over epochs
autoplot.brulee_multinomial_reg	Plot model loss over epochs
autoplot.brulee_resnet	Plot model loss over epochs
autoplot.brulee_rln	Plot model loss over epochs
autoplot.brulee_saint	Plot model loss over epochs
brulee-autoplot	Plot model loss over epochs
brulee-coefs	Extract Model Coefficients
brulee_activations	Activation functions for neural networks in brulee
brulee_auto_int	Fit AutoInt models for tabular data
brulee_auto_int.data.frame	Fit AutoInt models for tabular data
brulee_auto_int.default	Fit AutoInt models for tabular data
brulee_auto_int.formula	Fit AutoInt models for tabular data
brulee_auto_int.matrix	Fit AutoInt models for tabular data
brulee_auto_int.recipe	Fit AutoInt models for tabular data
brulee_chronos	Chronos-2 pretrained forecasting model
brulee_chronos.data.frame	Chronos-2 pretrained forecasting model
brulee_chronos.default	Chronos-2 pretrained forecasting model
brulee_chronos.formula	Chronos-2 pretrained forecasting model
brulee_chronos.recipe	Chronos-2 pretrained forecasting model
brulee_linear_reg	Fit a linear regression model
brulee_linear_reg.data.frame	Fit a linear regression model
brulee_linear_reg.default	Fit a linear regression model
brulee_linear_reg.formula	Fit a linear regression model
brulee_linear_reg.matrix	Fit a linear regression model
brulee_linear_reg.recipe	Fit a linear regression model
brulee_logistic_reg	Fit a logistic regression model
brulee_logistic_reg.data.frame	Fit a logistic regression model
brulee_logistic_reg.default	Fit a logistic regression model
brulee_logistic_reg.formula	Fit a logistic regression model
brulee_logistic_reg.matrix	Fit a logistic regression model
brulee_logistic_reg.recipe	Fit a logistic regression model
brulee_mlp	Fit neural networks
brulee_mlp.data.frame	Fit neural networks
brulee_mlp.default	Fit neural networks
brulee_mlp.formula	Fit neural networks
brulee_mlp.matrix	Fit neural networks
brulee_mlp.recipe	Fit neural networks
brulee_mlp_two_layer	Fit neural networks
brulee_mlp_two_layer.data.frame	Fit neural networks
brulee_mlp_two_layer.default	Fit neural networks
brulee_mlp_two_layer.formula	Fit neural networks
brulee_mlp_two_layer.matrix	Fit neural networks
brulee_mlp_two_layer.recipe	Fit neural networks
brulee_multinomial_reg	Fit a multinomial regression model
brulee_multinomial_reg.data.frame	Fit a multinomial regression model
brulee_multinomial_reg.default	Fit a multinomial regression model
brulee_multinomial_reg.formula	Fit a multinomial regression model
brulee_multinomial_reg.matrix	Fit a multinomial regression model
brulee_multinomial_reg.recipe	Fit a multinomial regression model
brulee_resnet	Fit residual neural networks (ResNet)
brulee_resnet.data.frame	Fit residual neural networks (ResNet)
brulee_resnet.default	Fit residual neural networks (ResNet)
brulee_resnet.formula	Fit residual neural networks (ResNet)
brulee_resnet.matrix	Fit residual neural networks (ResNet)
brulee_resnet.recipe	Fit residual neural networks (ResNet)
brulee_rln	Fit Regularization Learning Networks (RLN)
brulee_rln.data.frame	Fit Regularization Learning Networks (RLN)
brulee_rln.default	Fit Regularization Learning Networks (RLN)
brulee_rln.formula	Fit Regularization Learning Networks (RLN)
brulee_rln.matrix	Fit Regularization Learning Networks (RLN)
brulee_rln.recipe	Fit Regularization Learning Networks (RLN)
brulee_saint	Fit SAINT models for tabular data
brulee_saint.data.frame	Fit SAINT models for tabular data
brulee_saint.default	Fit SAINT models for tabular data
brulee_saint.formula	Fit SAINT models for tabular data
brulee_saint.matrix	Fit SAINT models for tabular data
brulee_saint.recipe	Fit SAINT models for tabular data
coef.brulee_linear_reg	Extract Model Coefficients
coef.brulee_logistic_reg	Extract Model Coefficients
coef.brulee_mlp	Extract Model Coefficients
coef.brulee_multinomial_reg	Extract Model Coefficients
coef.brulee_resnet	Extract Model Coefficients
coef.brulee_rln	Extract Model Coefficients
matrix_to_dataset	Convert data to torch format
predict.brulee_auto_int	Predict from a 'brulee_auto_int'
predict.brulee_chronos	Predict from a 'brulee_chronos' model
predict.brulee_linear_reg	Predict from a 'brulee_linear_reg'
predict.brulee_logistic_reg	Predict from a 'brulee_logistic_reg'
predict.brulee_mlp	Predict from a 'brulee_mlp'
predict.brulee_multinomial_reg	Predict from a 'brulee_multinomial_reg'
predict.brulee_resnet	Predict from a 'brulee_resnet'
predict.brulee_rln	Predict from a 'brulee_rln'
predict.brulee_saint	Predict from a 'brulee_saint'
schedule_cyclic	Change the learning rate over time
schedule_decay_expo	Change the learning rate over time
schedule_decay_time	Change the learning rate over time
schedule_step	Change the learning rate over time
set_learn_rate	Change the learning rate over time
summary.brulee	Summarize the architecture of a brulee model
summary.brulee_auto_int	Summarize the architecture of a brulee model
summary.brulee_mlp	Summarize the architecture of a brulee model
summary.brulee_resnet	Summarize the architecture of a brulee model
summary.brulee_rln	Summarize the architecture of a brulee model
summary.brulee_saint	Summarize the architecture of a brulee model
training_efficiency	Training Efficiency