casl_lenet | Compute linear elastic net using coordinate descent. |
casl_lenet_update_beta | Update beta vector using coordinate descent. |
casl_util_soft_thresh | Soft threshold function. |
gdConstantGLM | Generalized Linear Model first order MLE using constant... |
gdMomentum_GLM | Generalized Linear Model first order MLE using momentum... |
grab_coeffs | Grab the slope coefficients |
grab_resids | Grab the residuals |
gradient_descent | Implement gradient descent for ordinary least squares |
gradient_descent_loss | Loss of OLS model based on out-of-sample accuracy |
lambda_optimizer | Optimizing ridge parameter |
linear_model | Linear Model |
lm_patho | Data from the IMAP study |
lm_ridge | Linear ridge regression |
multinom_logit | Multi-classification logistic regression |
penguinsi | Data from the IMAP study |
predict.gd_object | Prediction based on a gradient descent object |
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