DataPredict

API Reference - Models

Regression

Model Alternate Names Use Cases
LinearRegression None Price Prediction, Time To Level Up Prediction
NormalLinearRegression (Not Recommended) None Same As Above

Classification

Model Alternate Names Use Cases
KNearestNeighbours KNN Recommendation System
LogisticRegression Perceptron Sales Prediction, Confidence Prediction
SupportVectorMachine SVM Hacking Detection, Anomaly Detection
NaiveBayes None Text Classification
NeuralNetwork Multi-Layer Perceptron Decision-Making, Player Behaviour Prediction

Clustering

Model Alternate Names Use Cases
AffinityPropagation None Player Grouping
AgglomerativeHierarchical None Similarity Grouping
DensityBasedSpatialClusteringOfApplicationsWithNoise DBSCAN Density Grouping
MeanShift None Center Of Data Search
ExpectationMaximization EM Hacking Detection, Anomaly Detection
KMeans None Market Segmentation, General Grouping
KMedoids None Same as K-Means

Deep Reinforcement Learning

Model Alternate Names Use Cases
DeepQLearning Deep Q Network Self-Learning Fighting AIs, Self-Learning Parkouring AIs, Self-Driving Cars
DeepDoubleQLearningV1 Double Deep Q Network (2010) Same As Deep Q-Learning
DeepDoubleQLearningV2 Double Deep Q Network (2015) Same As Deep Q-Learning
DeepClippedDoubleQLearning Clipped Double Deep Q Network Same As Deep Q-Learning
DeepStateActionRewardStateAction Deep SARSA Same As Deep Q-Learning
DeepDoubleStateActionRewardStateActionV1 Double Deep SARSA Same As Deep Q-Learning
DeepDoubleStateActionRewardStateActionV2 Double Deep SARSA Same As Deep Q-Learning
DeepExpectedStateActionRewardStateAction Deep Expected SARSA Same As Deep Q-Learning
DeepDoubleExpectedStateActionRewardStateActionV1 Double Deep Expected SARSA Same As Deep Q-Learning
DeepDoubleExpectedStateActionRewardStateActionV2 Double Deep Expected SARSA Same As Deep Q-Learning
ActorCritic AC Same As Deep Q-Learning
AdvantageActorCritic A2C Same As Deep Q-Learning
AsynchronousAdvantageActorCritic A3C Same As Deep Q-Learning
REINFORCE None Same As Deep Q-Learning
ProximalPolicyOptimization PPO Same As Deep Q-Learning
ProximalPolicyOptimizationClip PPO-Clip Same As Deep Q-Learning
VanillaPolicyGradient VPG Same As Deep Q-Learning

Generative

Model Alternate Names Use Cases
GenerativeAdversarialNetwork GAN Building And Art Generation
ConditionalGenerativeAdversarialNetwork CGAN Same As GAN, But Can Assign Classes
WassersteinGenerativeAdversarialNetwork WGAN Same As GAN, But More Stable
ConditionalWassersteinGenerativeAdversarialNetwork CWGAN Combination Of Both CGAN And WGAN

BaseModels

BaseModel

GradientMethodBaseModel

ReinforcementLearningBaseModel

ReinforcementLearningActorCriticBaseModel