modeltime

Modeltime unlocks time series forecast models and machine learning in one framework

Projetos de modelagem e previsão de séries temporal em linguagem Python e linguagem R. Usarei vários modelos de bibliotecas e pacotes usados para tratamento, modelagem e previsão de séries temporais. Falarei um pouco sobre cada uma delas, gerarei a validação e as previsões e, por fim, realizarei a avaliação com a métricas pertinentes.

Time Series Ensemble Forecasting

The Tidymodels Extension for Bayesian Models

Forecasting with H2O AutoML. Use the H2O Automatic Machine Learning algorithm as a backend for Modeltime Time Series Forecasting.

GluonTS Deep Learning with Modeltime

GPU-Accelerated Deep Learning for Time Series using Modeltime GluonTS (Learning Lab 53). Event sponsors: Saturn Cloud, NVIDIA, & Business Science.

Resampling Tools for Time Series Forecasting with Modeltime

with Kaggle data

R/Shiny app showcasing forecasting methods for multiple time series

Predict my home's energy usage and costs with data from PG&E.

Time-series forecasting benchmark in R comparing classical models, machine learning, DeepAR, ensembles, global/local forecasting and zero-shot foundation models.

Previsão dos preços da ceasa - Dados da CONAB

Time Series data analysis and forecasting materials