Index
As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.
A
accuracy
improving, with Random Forest algorithm 326- 328
activation function 141, 143
exponential linear unit (ELU) function 142
hyperbolic tangent (Tanh) function 142
rectified linear unit (ReLU) function 142
sigmoid function 142
softmax function 142
step function 142
Adam optimization
exploring 175
Adaptive Boosting (AdaBoost) 232, 306
adaptive moment estimation (Adam) 174
Adaptive Synthetic Sampling (ADASYN) 289
adjusted R-squared 81
advanced data preprocessing techniques 52
correlation analysis 54-58
data normalization for feature scaling 53
advanced optimization techniques 171
Adam optimization, exploring 175
exploring 171
second-order optimization methods 175, 176
stochastic gradient descent (SGD) 172-174
advanced regularization...
