1D average pooling backward layer, in neural network
Batch Processing
usage in batch processing mode
1D average pooling forward layer, in neural network
Batch Processing
usage in batch processing mode
1D max pooling backward layer, in neural network
Batch Processing
usage in batch processing mode
1D max pooling forward layer, in neural network
Batch Processing
usage in batch processing mode
2D average pooling backward layer, in neural network
Batch Processing
usage in batch processing mode
2D average pooling forward layer, in neural network
Batch Processing
usage in batch processing mode
2D convolution backward layer, in neural network
Batch Processing
usage in batch processing mode
2D convolution forward layer, in neural network
Batch Processing
usage in batch processing mode
2D locally-connected backward layer, in neural network
Batch Processing
usage in batch processing mode
2D locally-connected forward layer, in neural network
Batch Processing
usage in batch processing mode
2D max pooling backward layer, in neural network
Batch Processing
usage in batch processing mode
2D max pooling forward layer, in neural network
Batch Processing
usage in batch processing mode
2D spatial pyramid pooling backward layer, in neural network
Batch Processing
usage in batch processing mode
2D spatial pyramid pooling forward layer, in neural network
Batch Processing
usage in batch processing mode
2D stochastic pooling backward layer, in neural network
Batch Processing
usage in batch processing mode
2D stochastic pooling forward layer, in neural network
Batch Processing
usage in batch processing mode
2D transposed convolution backward layer, in neural network
Batch Processing
usage in batch processing mode
2D transposed convolution forward layer, in neural network
Batch Processing
usage in batch processing mode
3D average pooling backward layer, in neural network
Batch Processing
usage in batch processing mode
3D average pooling forward layer, in neural network
Batch Processing
usage in batch processing mode
3D max pooling backward layer, in neural network
Batch Processing
usage in batch processing mode
3D max pooling forward layer, in neural network
Batch Processing
usage in batch processing mode
absolute value (abs) backward layer, in neural network
Batch Processing
usage in batch processing mode
absolute value (abs) forward layer, in neural network
Batch Processing
usage in batch processing mode
absolute value function
Batch Processing
Absolute Value (abs)
definition
usage in batch processing mode
AdaBoost classifier
AdaBoost Classifier
Batch Processing
definition
Details
in brief
usage in batch processing mode
AdaGrad method
Computation
computation
adaptive subgradient method
Computation
Adaptive Subgradient Method
computation
definition
association rules
Association Rules
Batch Processing
Details
Performance Considerations
definition
in brief
performance considerations
usage in batch processing mode
batch normalization backward layer, in neural network
Batch Processing
usage in batch processing mode
batch normalization forward layer, in neural network
Batch Processing
usage in batch processing mode
bernoulli distribution
Batch Processing
Bernoulli
in brief
usage in batch mode
Bernoulli distribution
Performance Considerations
performance considerations
bernoulli distribution
Details
definition
bibliography
boosting algorithms
Boosting
Performance Considerations
definition
performance considerations
BrownBoost classifier
Batch Processing
BrownBoost Classifier
definition
Details
in brief
usage in batch processing mode
Cholesky decomposition
Batch Processing
Cholesky Decomposition
Details
Performance Considerations
definition
in brief
performance considerations
usage in batch processing mode
classification
Classification
Usage Model: Training and Prediction
in brief
usage model
classification and regression
in brief
compression of data
computation modes
concat backward layer, in neural network
Batch Processing
usage in batch processing mode
concat forward layer, in neural network
Batch Processing
Batch Processing
usage in batch processing mode
Batch Processing
Batch Processing
correlation matrix
Details
definition
correlation distance
Batch Processing
Correlation Distance Matrix
Performance Considerations
definition
Details
in brief
performance considerations
usage in batch processing mode
correlation matrix
Batch Processing
Correlation and Variance-Covariance Matrices
Distributed Processing
Online Processing
Performance Considerations
in brief
performance considerations
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
cosine distance
Batch Processing
Cosine Distance Matrix
Performance Considerations
definition
Details
in brief
performance considerations
usage in batch processing mode
data dictionary
data model
data source
decision forest classification
Batch Processing
definition
Details
usage in batch processing mode
Decision forest classification
Decision Forest
in brief
Decision forest classification and regression
Decision Forest
Performance Considerations
in brief
performance considerations
decision forest classification and regression
Details
definition
decision forest regression
Batch Processing
definition
Details
usage in batch processing mode
Decision forest regression
Decision Forest
in brief
decision tree classification
Batch Processing
usage in batch processing mode
Decision tree classification
Details
Details
Decision Tree
definition
Details
Details
in brief
Decision tree classification and regression
Decision Tree
definition
Details
Details
Details
Details
in brief
decision tree regression
Batch Processing
Batch Processing
usage in batch processing mode
Batch Processing
Batch Processing
Decision tree regression
Decision Tree
definition
Details
Details
Details
Details
in brief
default quality metrics
deserialization
details for binary classification quality metrics
details for linear regression quality metrics
details for multi-class classification quality metrics
details for PCA quality metrics
distributions
in brief
dropout backward layer, in neural network
Batch Processing
usage in batch processing mode
dropout forward layer, in neural network
Batch Processing
usage in batch processing mode
EM
Batch Processing
Expectation-Maximization
Initialization
Performance Considerations
computation in batch processing mode
definition
Details
in brief
initialization
in batch processing mode
performance considerations
engines
in brief
Enter index keyword
Computation
Computation
Cross-entropy Loss
Logistic Loss
mcg59
mt2203
environment, computational, management
error handling
expectation-maximization
Batch Processing
Expectation-Maximization
Initialization
Performance Considerations
computation in batch processing mode
definition
Details
in brief
initialization
in batch processing mode
performance considerations
exponential linear unit (elu) backward layer
Batch Processing
usage in batch processing mode
fully-connected backward layer, in neural network
Batch Processing
usage in batch processing mode
fully-connected forward layer, in neural network
Batch Processing
usage in batch processing mode
gradient boosted trees classification
Batch Processing
usage in batch processing mode
Gradient boosted trees classification
Gradient Boosted Trees
in brief
gradient boosted trees classification and regression
Batch Processing
batch processing
Gradient boosted trees classification and regression
Gradient Boosted Trees
in brief
gradient boosted trees regression
Batch Processing
usage in batch processing mode
Gradient boosted trees regression
Gradient Boosted Trees
in brief
hyperbolic tangent backward layer, in neural network
Batch Processing
usage in batch processing mode
hyperbolic tangent forward layer, in neural network
Batch Processing
usage in batch processing mode
hyperbolic tangent function
Batch Processing
definition
Hyperbolic Tangent
usage in batch processing mode
implicit ALS
Batch Processing
Batch Processing
Distributed Processing
Implicit Alternating Least Squares
Performance Considerations
Prediction of Ratings
Training
computation in batch processing mode
computation in distributed processing mode
definition
Details
Distributed Processing
in brief
initialization in batch processing mode
initialization in distributed processing mode
performance considerations
ratings prediction in distributed processing mode
training in distributed processing mode
implicit alternating least squares
Batch Processing
Batch Processing
Distributed Processing
Implicit Alternating Least Squares
Performance Considerations
Prediction of Ratings
Training
computation in batch processing mode
computation in distributed processing mode
definition
Details
Distributed Processing
in brief
initialization in batch processing mode
initialization in distributed processing mode
performance considerations
ratings prediction in distributed processing mode
training in distributed processing mode
iterative solver
definition
iterative solver algorithm
Computation
computation
kernel function
Batch Processing
Batch Processing
Kernel Functions
Linear Kernel
in brief
linear
Batch Processing
Linear Kernel
definition
usage in batch processing mode
Radial Basis Function Kernel
RBF
Batch Processing
definition
Radial Basis Function Kernel
usage in batch processing mode
K-Means clustering
Batch Processing
Batch Processing
Distributed Processing
Distributed Processing
K-Means Clustering
Performance Considerations
computation in batch processing mode
computation in distributed processing mode
definition
Details
in brief
initialization in batch processing mode
initialization in distributed processing mode
performance considerations
k-Nearest Neighbors classifier
Batch Processing
Details
k-Nearest Neighbors (kNN) Classifier
definition
in brief
usage in batch processing mode
kNN classifier
Batch Processing
Details
k-Nearest Neighbors (kNN) Classifier
definition
in brief
usage in batch processing mode
layers, in neural network
2D Convolution Backward Layer
2D Convolution Forward Layer
2D Transposed Convolution Backward Layer
2D Transposed Convolution Forward Layer
Loss Softmax Cross-entropy Backward Layer
Loss Softmax Cross-entropy Forward Layer
Parametric Rectifier Linear Unit (pReLU) Forward Layer
Reshape Backward Layer
Softmax Forward Layer
2D convolution backward
2D convolution forward
2D transposed convolution backward
2D transposed convolution forward
loss softmax cross-entropy backward
loss softmax cross-entropy forward
pReLU forward
reshape backward
softmax forward
layers, in neural network
Layers
1D average pooling backward
1D Average Pooling Backward Layer
1D average pooling forward
1D Average Pooling Forward Layer
1D max pooling backward
1D max pooling forward
1D Max Pooling Backward Layer
1D Max Pooling Forward Layer
2D average pooling backward
2D Average Pooling Backward Layer
2D average pooling forward
2D Average Pooling Forward Layer
2D locally-connected backward
2D locally-connected forward
2D Locally-connected Backward Layer
2D Locally-Connected Forward Layer
2D max pooling backward
2D Max Pooling Backward Layer
2D max pooling forward
2D Max Pooling Forward Layer
2D Spatial Pyramid Pooling Backward Layer
2D spatial pyramid pooling backward
2D spatial pyramid pooling forward
2D Spatial Pyramid Pooling Forward Layer
2D stochastic pooling backward
2D Stochastic Pooling Backward Layer
2D stochastic pooling forward
2D Stochastic Pooling Forward Layer
3D average pooling backward
3D Average Pooling Backward Layer
3D average pooling forward
3D Average Pooling Forward Layer
3D max pooling backward
3D max pooling forward
3D Max Pooling Backward Layer
3D Max Pooling Forward Layer
absolute value (abs) backward
absolute value (abs) forward
batch normalization backward
Batch Normalization Backward Layer
batch normalization forward
Batch Normalization Forward Layer
common parameters
concat backward
Concat Backward Layer
concat forward
Concat Forward Layer
dropout backward
dropout forward
exponential linear unit
exponential linear unit (elu) backward layer
Exponential Linear Unit Backward Layer
Exponential Linear Unit Forward Layer
fully-connected backward
Fully-connected Backward Layer
fully-connected forward
Fully-connected Forward Layer
hyperbolic tangent backward
Hyperbolic Tangent Backward Layer
hyperbolic tangent forward
Hyperbolic Tangent Forward Layer
local contrast normalization backward
local contrast normalization forward
Local Contrast Normalization Backward Layer
Local Contrast Normalization Forward Layer
local response normalization backward
local response normalization forward
Local Response Normalization Backward Layer
Local Response Normalization Forward Layer
logistic backward
Logistic Backward Layer
logistic forward
Logistic Forward Layer
loss backward
Loss Backward Layer
loss forward
Loss Forward Layer
loss logistic cross-entropy backward
Loss Logistic Cross-entropy Backward Layer
loss logistic cross-entropy forward
Loss Logistic Cross-entropy Forward Layer
Parametric Rectifier Linear Unit (pReLU) Backward Layer
pReLU backward
rectifier linear unit (ReLU) backward
rectifier linear unit (ReLU) forward
reshape forward
Reshape Forward Layer
Smooth Rectifier Linear Unit (SmoothReLU) Forward Layer
Smooth Rectifier Linear Unit (SmoothReLU) Backward Layer
SmoothReLU backward
SmoothReLU forward
softmax backward
Softmax Backward Layer
split backward
Split Backward Layer
split forward
Split Forward Layer
limited-memory BFGS
Computation
computation
definition
Limited-Memory Broyden-Fletcher-Goldfarb-Shanno Algorithm
limited-memory Broyden-Fletcher-Goldfarb-Shanno algorithm
Computation
computation
linear kernel
Batch Processing
usage in batch processing mode
linear kernel function
Linear Kernel
in brief
linear regression
Batch Processing
Distributed Processing
Linear Regression
Online Processing
definition
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
local contrast normalization backward layer, in neural network
Batch Processing
usage in batch processing mode
local contrast normalization forward layer, in neural network
Batch Processing
usage in batch processing mode
local response normalization backward layer, in neural network
Batch Processing
usage in batch processing mode
local response normalization forward layer, in neural network
Batch Processing
usage in batch processing mode
logistic backward layer, in neural network
Batch Processing
usage in batch processing mode
logistic forward layer, in neural network
Batch Processing
usage in batch processing mode
logistic function
Batch Processing
definition
Logistic
usage in batch processing mode
LogitBoost classifier
Batch Processing
LogitBoost Classifier
definition
Details
in brief
usage in batch processing mode
loss backward layer, in neural network
Batch Processing
usage in batch processing mode
loss forward layer, in neural network
Batch Processing
usage in batch processing mode
loss logistic cross-entropy backward layer, in neural network
Batch Processing
usage in batch processing mode
loss logistic cross-entropy forward layer, in neural network
Batch Processing
usage in batch processing mode
loss softmax cross-entropy backward layer, in neural network
Batch Processing
usage in batch processing mode
loss softmax cross-entropy forward layer, in neural network
Batch Processing
usage in batch processing mode
low order moments
Batch Processing
Distributed Processing
Moments of Low Order
Online Processing
Performance Considerations
definition
Details
in brief
performance considerations
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
manage computational environment
math functions
Math Functions
Performance Considerations
absolute value
Absolute Value (abs)
Hyperbolic Tangent
hyperbolic tangent
in Intel® Data Analytics Acceleration Library
Logistic
logistic
performance considerations
Rectifier Linear Unit (ReLU)
ReLU
Smooth Rectifier Linear Unit (SmoothReLU)
SmoothReLU
Softmax
softmax
mcg59 engine
Batch Processing
usage in batch mode
mean squared error algorithm
Computation
computation
definition
Mean Squared Error Algorithm
memory management
min-max normalization
Batch Processing
definition
Min-max
usage in batch processing mode
model, in Intel® Data Analytics Acceleration Library
moments of low order
Batch Processing
Distributed Processing
Moments of Low Order
Online Processing
Performance Considerations
definition
Details
in brief
performance considerations
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
MSE algorithm
Computation
computation
definition
Mean Squared Error Algorithm
mt19937 engine
Details
Details
mt19937
Batch Processing
definition
Details
Details
in brief
usage in batch mode
mt2203 engine
Details
Batch Processing
definition
usage in batch mode
multi-class classifier
Batch Processing
Details
Multi-class Classifier
definition
in brief
usage in batch processing mode
multivariate bacon outlier detection
Batch Processing
Multivariate BACON Outlier Detection
in brief
usage in batch processing mode
multivariate outlier detection
Batch Processing
Multivariate Outlier Detection
Performance Considerations
definition
Details
in brief
performance considerations
usage in batch processing mode
Naive Bayes classifier
Batch Processing
Distributed Processing
Naïve Bayes Classifier
Online Processing
Performance Considerations
definition
Details
in brief
performance considerations
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
neural network
Neural Networks
concept
neural network
Gaussian Initializer
Initializers
Layers
Prediction
Training
Training
Truncated Gaussian Initializer
Uniform Initializer
Usage Model: Training and Prediction
Gaussian initializer
initializer
initializer, Gaussian
initializer, truncated Gaussian
initializer, uniform
initializer, Xavier
layers
prediction in batch processing mode
training in batch processing mode
training in distributed processing mode
truncated Gaussian initializer
uniform initializer
usage model
Xavier Initializer
Xavier initializer
normal distribution
Batch Processing
Normal
definition
Details
in brief
usage in batch mode
normalization
Min-max
Z-score
min-max
Z-score
normalization algorithms
Normalization
performance considerations
numeric table
objective function
definition
Objective function
Computation
computation
objective function with precomputed characteristics algorithm
Computation
Objective Function with Precomputed Characteristics Algorithm
computation
definition
optimization solver
Objective Function with Precomputed Characteristics Algorithm
objective function with precomputed characteristics algorithm
optimization solver
Performance Considerations
adaptive subgradient
Adaptive Subgradient Method
in brief
Iterative Solver
iterative solver
limited-memory BFGS
Limited-Memory Broyden-Fletcher-Goldfarb-Shanno Algorithm
limited-memory Broyden-Fletcher-Goldfarb-Shanno algorithm
mean squared error
Mean Squared Error Algorithm
MSE
Objective Function
objective function
Optimization Solvers
performance considerations
stochastic gradient descent
Stochastic Gradient Descent Algorithm
Sum of Functions
sum of functions
outlier detection
Details
definition
outlier detection
Batch Processing
Batch Processing
Batch Processing
Multivariate BACON Outlier Detection
Multivariate Outlier Detection
Univariate Outlier Detection
Details
multivariate bacon, in brief
multivariate bacon, usage in batch processing mode
multivariate, in brief
multivariate, usage in batch processing mode
univariate, definition
univariate, in brief
univariate, usage in batch processing mode
overview, of Intel® Data Analytics Acceleration Library
PCA
Batch Processing
Distributed Processing
Online Processing
Performance Considerations
Principal Component Analysis
definition
Details
in brief
performance
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
PCA transform
Batch Processing
Details
Principal Components Analysis Transform
definition
in brief
usage in batch processing mode
performance
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
Performance Considerations
of normalization algorithms
of support vector machine classifier
of association rules
of Bernoulli distribution
of boosting algorithms
of Cholesky decomposition
of correlation and variance-covariance matrices
of correlation distance matrices
of cosine distance matrices
of decision forest classification and regression
of expectation-maximization
of implicit alternating least squares recommender
of K-Means clustering
of low order moments
of math functions
of multivariate outlier detection
of Naive Bayes classifier
of optimization solver
of principal component analysis
of QR decomposition
of singular value decomposition
of stump weak learner classifier
of univariate outlier detection
pReLU backward layer, in neural network
Batch Processing
usage in batch processing mode
pReLU forward layer, in neural network
Batch Processing
usage in batch processing mode
principal component analysis
Batch Processing
Distributed Processing
Online Processing
Performance Considerations
Principal Component Analysis
definition
Details
in brief
performance
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
principal component analysis transform
Batch Processing
Details
Principal Components Analysis Transform
definition
in brief
usage in batch processing mode
QR decomposition
Performance Considerations
QR Decomposition
in brief
performance
QR decomposition without pivoting
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
QR decomposition without pivoting
Details
definition
QR decomposition, pivoted
Pivoted QR Decomposition
definition
Details
usage in batch processing mode
quality metrics
Batch Processing
Batch Processing
Batch Processing
Batch Processing
Quality Metrics
Quality Metrics for Binary Classification Algorithms
Quality Metrics for Linear Regression
Quality Metrics for Multi-class Classification Algorithms
Working with User-defined Quality Metrics
for binary classifiers
for binary classifiers, computation in batch processing mode
for classifiers, user-defined
for linear regression
for linear regression, computation in batch processing mode
for multi-class classifiers
for multi-class classifiers, computation in batch processing mode
for principal components analysis
for principal components analysis in batch processing mode
in brief
Quality Metrics for Principal Components Analysis
quantile
Batch Processing
Details
Quantile
definition
in brief
usage in batch processing mode
radial basis function kernel
Radial Basis Function Kernel
definition
radial basis function kernel
Batch Processing
usage in batch processing mode
RBF kernel function
Batch Processing
definition
Radial Basis Function Kernel
usage in batch processing mode
recommendation system
Usage Model: Training and Prediction
usage model
recommendation systems
rectifier linear unit (ReLU) backward layer, in neural network
Batch Processing
usage in batch processing mode
rectifier linear unit (ReLU) forward layer, in neural network
Batch Processing
usage in batch processing mode
regression
Regression
Usage Model: Training and Prediction
in brief
usage model
ReLU function
Rectifier Linear Unit (ReLU)
definition
ReLU value function
Batch Processing
usage in batch processing mode
reshape backward layer, in neural network
Batch Processing
usage in batch processing mode
reshape forward layer, in neural network
Batch Processing
usage in batch processing mode
ridge regression
Distributed Processing
usage in distributed processing mode
ridge regression
Batch Processing
Online Processing
usage in batch processing mode
usage in online processing mode
ridge regression
definition
serialization
singular value decomposition
Batch and Online Processing
Details
Distributed Processing
Performance Considerations
Singular Value Decomposition
definition
in brief
performance
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
SmoothReLU backward layer, in neural network
Batch Processing
usage in batch processing mode
SmoothReLU forward layer, in neural network
Batch Processing
usage in batch processing mode
SmoothReLU function
Batch Processing
definition
Smooth Rectifier Linear Unit (SmoothReLU)
usage in batch processing mode
softmax backward layer, in neural network
Batch Processing
usage in batch processing mode
softmax forward layer, in neural network
Batch Processing
usage in batch processing mode
softmax function
Batch Processing
definition
Softmax
usage in batch processing mode
sorting
Batch Processing
definition
Details
in brief
Sorting
usage in batch processing mode
split backward layer, in neural network
Batch Processing
usage in batch processing mode
split forward layer, in neural network
Batch Processing
usage in batch processing mode
stochastic gradient descent algorithm
Computation
computation
definition
Stochastic Gradient Descent Algorithm
stump weak learner classifier
Batch Processing
Performance Considerations
Stump Weak Learner Classifier
definition
performance considerations
usage in batch processing mode
sum of functions
Computation
computation
definition
Sum of Functions
support vector machine classifier
Performance Considerations
performance considerations
support vector machine classifier
Batch Processing
Support Vector Machine Classifier
definition
Details
in brief
usage in batch processing mode
SVD
Batch and Online Processing
Details
Distributed Processing
Performance Considerations
Singular Value Decomposition
definition
in brief
performance
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
SVM classifier
Performance Considerations
performance considerations
SVM classifier
Batch Processing
Support Vector Machine Classifier
definition
Details
in brief
usage in batch processing mode
tensor
uniform distribution
Batch Processing
definition
Details
in brief
Uniform
usage in batch processing mode
univariate outlier detection
Batch Processing
Performance Considerations
Univariate Outlier Detection
definition
Details
in brief
performance considerations
usage in batch processing mode
variance-covariance matrix
Batch Processing
Correlation and Variance-Covariance Matrices
Distributed Processing
Online Processing
Performance Considerations
definition
Details
in brief
performance considerations
usage in batch processing mode
usage in distributed processing mode
usage in online processing mode
version information extraction
weak learner
Boosting
definition
Z-score normalization
Batch Processing
definition
usage in batch processing mode
Z-score