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Combine independent facets instead of forcing every model into a single hierarchy.

15 models

advancedparametric

Chronos Forecasting

Chronos is a family of pretrained time-series models that transfers patterns learned across many datasets into probabilistic forecasts for new series.

pretrainingquantizationembeddings
intermediateparametric

Convolutional Neural Network (CNN)

A CNN stacks convolutional layers to turn pixels into features and, ultimately, a prediction.

backpropagationnonlinear activationdense layers
beginnernon parametric

Decision Tree

recursive partitioningthreshold rules
advancedparametric

Diffusion Model

iterative denoisingnoise predictionbackpropagation
intermediatenon parametric

Gradient Boosting

boostingresidual fittingthreshold rules
beginnerparametric

K-Means

centroid optimizationdistance
beginnernon parametric

K-Nearest Neighbors

nearest neighborsdistance
beginnerparametric

Linear Regression

weighted sumleast squares
beginnerparametric

Logistic Regression

weighted sumprobability link
intermediateparametric

Multilayer Perceptron

dense layersbackpropagationnonlinear activation
advancedparametric

ModernTCN

ModernTCN is a pure convolutional architecture that uses patches, large depthwise kernels, and separate temporal and cross-variable mixing for general time-series analysis.

depthwise convolutionlarge kernelspatching
beginnerparametric

Principal Component Analysis

linear projectionvariance maximizationmatrix factorization
beginnernon parametric

Random Forest

baggingrandom subspacesthreshold rules
intermediateparametric

Temporal Convolutional Network

causal convolutiondilationbackpropagation
intermediateparametric

Transformer

attentionembeddingsbackpropagation