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AI for iOS
1. AI foriOS:
General-Purpose Machine Learning
Libraries
Library Algorithms
Languag
e
Licens
e
Code
Dependenc
y manager
AIToolbox
Graphs/Trees
o Depth-firstsearch
o Breadth-firstsearch
o Hill-climbsearch
o BeamSearch
o Optimal Pathsearch
Alpha-Beta(game tree)
GeneticAlgorithms
ConstraintPropogation
LinearRegression
Non-LinearRegression
o parameter-delta
o Gradient-Descent
o Gauss-Newton
LogisticRegression
Neural Networks
o multiple layers,several
non-linearitymodels
o on-line andbatch
training
o feed-forwardorsimple
recurrentlayerscan be
mixedinone network
o LSTM networklayer
implemented - needs
more testing
o gradientcheckroutines
SupportVectorMachine
K-Means
Principal ComponentAnalysis
Markov DecisionProcess
o Monte-Carlo(every-visit,
Swift
Apach
e 2.0
GitHu
b
2. Library Algorithms
Languag
e
Licens
e
Code
Dependenc
y manager
and first-visit)
o SARSA
Single andMultivariate Gaussians
Mixture Of Gaussians
Model validation
DeepNetwork
o Convolutionlayers
o Poolinglayers
o Fully-connectedNN
layers
dlib
DeepLearning
SupportVectorMachines
Reduced-rankmethodsforlarge-
scale classificationandregression
Relevance vectormachinesfor
classification andregression
A MulticlassSVM
Structural SVM
A large-scale SVM-Rank
An online kernel RLSregression
An online SVMclassification
algorithm
Semidefinite MetricLearning
An online kernelizedcentroid
estimator/noveltydetectorand
offline supportvectorone-class
classification
Clusteringalgorithms:linearor
kernel k-means,Chinese
Whispers,andNewman
clustering
Radial BasisFunctionNetworks
Multi layerperceptrons
C++ Boost GitHub
FANN
MultilayerArtificial Neural
Network
Backpropagation(RPROP,
Quickprop,Batch,Incremental)
C++
GNU
LGPL
2.1
GitHub Cocoa Pods
3. Library Algorithms
Languag
e
Licens
e
Code
Dependenc
y manager
Evolvingtopologytraining
lbimproved
k-nearestneighborsandDynamicTime
Warping
C++
Apach
e 2.0
GitHub
MAChineLearni
ng
Neural Networks
o Activationfunctions:
Linear,ReLU, Step,
sigmoid,TanH
o Cost functions:Squared
error,Cross entropy
o Backpropagation:
Standard,Resilient(a.k.a.
RPROP).
o Trainingbysample or by
batch.
Bag of Words
Word Vectors
Objectiv
e-C
BSD 3-
clause
GitHub
MLKit
LinearRegression:simple,ridge,
polynomial
Multi-LayerPerceptron,&
Adaline ANN Architectures
K-MeansClustering
GeneticAlgorithms
Swift MIT GitHub Cocoa Pods
Mendel
Evolutionary/geneticalgorithms Swift ? GitHub
multilinear-
math
Linearalgebraand tensors
Principal componentanalysis
Multilinearsubspace learning
Swift
Apach
e 2.0
GitHub Swift
Package
4. Library Algorithms
Languag
e
Licens
e
Code
Dependenc
y manager
algorithmsfordimensionality
reduction
Linearand logisticregression
Stochasticgradientdescent
Feedforwardneural networks
o Sigmoid
o ReLU
o Softplusactivation
functions
Manager
OpenCV
Multi-LayerPerceptrons
Boostedtree classifier
decisiontree
ExpectationMaximization
K-NearestNeighbors
LogisticRegression
Bayesclassifier
Randomforest
SupportVectorMachines
StochasticGradientDescentSVM
classifier
Grid search
Hierarchical k-means
Deepneural networks
C++
3-
clause
BSD
GitHub Cocoa Pods
Shark
Supervised:
o Lineardiscriminant
analysis(LDA)
o Fisher–LDA
o Linearregression
o SVMs
o FF NN
o RNN
o Radial basisfunction
networks
o Regularizationnetworks
o Gaussianprocessesfor
regression
C++
GNU
LGPL
GitHub Cocoa Pods
5. Library Algorithms
Languag
e
Licens
e
Code
Dependenc
y manager
o Iterative nearest
neighborclassification
and regression
o Decisiontrees
o Randomforest
Unsupervised:
o PCA
o RestrictedBoltzmann
machines
o Hierarchical clustering
o Data structuresfor
efficientdistance-based
clustering
Optimization:
o Evolutionaryalgorithms
o Single-objective
optimization(e.g.,CMA–
ES)
o Multi-objective
optimization
o Basic linearalgebraand
optimizationalgorithms
YCML
GradientDescent
Backpropagation
ResilientBackpropagation
(RProp)
Extreme LearningMachines
(ELM)
ForwardSelectionusing
Orthogonal LeastSquares(for
RBF Net),alsowiththe PRESS
statistic
BinaryRestrictedBoltzmann
Machines(CD & PCD)
Optimizationalgorithms:
o GradientDescent (Single-
Objective,
Unconstrained)
o RPropGradientDescent
Objectiv
e-C
GNU
GPL
3.0
GitHub
6. Library Algorithms
Languag
e
Licens
e
Code
Dependenc
y manager
(Single-Objective,
Unconstrained)
o NSGA-II(Multi-Objective,
Constrained)
KalvarLin's
libraries
ios-KRHebbian-Algorithm-
HebbianTheory
ios-KRKmeans-Algorithm- K-
Meansclusteringmethod.
ios-KRFuzzyCMeans-Algorithm-
FuzzyC-Means,the fuzzy
clusteringalgorithm.
ios-KRGreyTheory - Grey
Theory / Grey systemtheory-
basedmodelsintime series
prediction
ios-KRSVM- SupportVector
Machine and SMO.
ios-KRKNN - kNN
implementation.
ios-KRRBFNN - Radial basis
functionneural networkandOLS.
Objectiv
e-C
MIT GitHub