snap - Simple Neural Application

A simple wrapper to easily design vanilla deep neural networks using 'Tensorflow'/'Keras' backend for regression, classification and multi-label tasks, with some tweaks and tricks (skip shortcuts, embedding, feature selection and anomaly detection).

Last updated 3 years ago

2.00 score 149 downloads

sense - Automatic Stacked Ensemble for Regression Tasks

Stacked ensemble for regression tasks based on 'mlr3' framework with a pipeline for preprocessing numeric and factor features and hyper-parameter tuning using grid or random search.

Last updated 5 months ago

1.78 score 227 downloads

janus - Optimized Recommending System Based on 'tensorflow'

Proposes a coarse-to-fine optimization of a recommending system based on deep-neural networks using 'tensorflow'.

Last updated 2 years ago

1.66 score 46 scripts 208 downloads

proteus - Multiform Seq2Seq Model for Time-Feature Analysis

Seq2seq time-feature analysis based on variational model, with a wide range of distributions available for the latent variable.

Last updated 1 years ago

1.52 score 33 scripts 231 downloads

hmix - Hidden Markov Model for Predicting Time Sequences with Mixture Sampling

An algorithm for time series analysis that leverages hidden Markov models, cluster analysis, and mixture distributions to segment data, detect patterns and predict future sequences.

Last updated 3 months ago

1.00 score 2 scripts 193 downloads

naive - Empirical Extrapolation of Time Feature Patterns

An application for the empirical extrapolation of time features selecting and summarizing the most relevant patterns in time sequences.

Last updated 1 years ago

1.00 score 232 downloads

spinner - An Implementation of Graph Net Architecture Based on 'torch'

Proposes a 'torch' implementation of Graph Net architecture allowing different options for message passing and feature embedding.

Last updated 2 years ago

1.00 score 4 scripts 203 downloads

codez - Seq2Seq Encoder-Decoder Model for Time-Feature Analysis Based on Tensorflow

Proposes Seq2seq Time-Feature Analysis using an Encoder-Decoder to project into latent space and a Forward Network to predict the next sequence.

Last updated 2 years ago

1.00 score 1 scripts 218 downloads

jenga - Fast Extrapolation of Time Features using K-Nearest Neighbors

Fast extrapolation of univariate and multivariate time features using K-Nearest Neighbors. The compact set of hyper-parameters is tuned via grid or random search.

Last updated 2 years ago

1.00 score 185 downloads

segen - Sequence Generalization Through Similarity Network

Proposes an application for sequence prediction generalizing the similarity within the network of previous sequences.

Last updated 2 years ago

1.00 score 141 downloads

spooky - Time Feature Extrapolation Using Spectral Analysis and Jack-Knife Resampling

Proposes application of spectral analysis and jack-knife resampling for multivariate sequence forecasting. The application allows for a fast random search in a compact space of hyper-parameters composed by Sequence Length and Jack-Knife Leave-N-Out.

Last updated 2 years ago

1.00 score 200 downloads

tetragon - Automatic Sequence Prediction by Expansion of the Distance Matrix

Each sequence is predicted by expanding the distance matrix. The compact set of hyper-parameters is tuned through random search.

Last updated 2 years ago

1.00 score 235 downloads

dymo - Dynamic Mode Decomposition for Multivariate Time Feature Prediction

An application of Dynamic Mode Decomposition for prediction of time features. Automatic search for the best model across the space of all possible feature combinations and ranks of Singular Value Decomposition.

Last updated 3 years ago

1.00 score 1 scripts 199 downloads

audrex - Automatic Dynamic Regression using Extreme Gradient Boosting

Dynamic regression for time series using Extreme Gradient Boosting with hyper-parameter tuning via Bayesian Optimization or Random Search.

Last updated 3 years ago

1.00 score 2 scripts 284 downloads

lambdaTS - Variational Seq2Seq Model with Lambda Transformer for Time Series Analysis

Time series analysis based on lambda transformer and variational seq2seq, built on 'Torch'.

Last updated 3 years ago

1.00 score 188 downloads