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awslabs /sagemaker-deep-demand-forecast

Star85

Using Deep Learning for Demand Forecasting with Amazon SageMaker

deep-learning time-series forecasting aws-sagemaker gluonts demand-forecast

UpdatedSep 14, 2022
Python

IvanildoBatista /Series-Temporais

Star74

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.

linear-regression lstm vecm darts impact sarimax arima-model mann-kendall sarima var-model gluonts autots modeltime prophet-facebook neuralprophet modeltime-gluonts atspy

UpdatedFeb 7, 2022
Jupyter Notebook

business-science /modeltime.gluonts

Star41

GluonTS Deep Learning with Modeltime

deep-learning time-series forecasting r-package tidymodels gluonts modeltime gluonts-deep-learning

UpdatedJan 4, 2024
R

bits-bytes-nn /mofc-demand-forecast

Star40

Time Series Forecasting for the M5 Competition

lightgbm hyperopt prophet demand-forecasting altair time-series-analysis vector-autoregression kats deepar tsfresh gluonts

UpdatedOct 29, 2021
Jupyter Notebook

business-science /gpu_accelerated_forecasting_modeltime_gluonts

Star24

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

machine-learning deep-learning time-series mxnet forecast forecasting gluon business-science gluonts modeltime modeltime-gluonts

UpdatedApr 1, 2021
HTML

dataiku /dss-plugin-timeseries-forecast

Star18

Dataiku DSS plugin to automate time series forecasting with Deep Learning and statistical models 📈

deep-learning time-series forecast transformer forecasting arima dataiku deepar dss-plugin gluonts

UpdatedApr 14, 2023
Python

aws-samples /amazon-sagemaker-predict-electricity-demand-with-custom-gluonts-container

Star6

Learn how to train and evaluate time series models with the Gluon TS library, and then deploy them for inference as a Multi-Model Server SageMaker endpoint using a custom SageMaker container.

sagemaker gluonts multimodel-server

UpdatedMay 3, 2024
Jupyter Notebook

aws-samples /amazon-sagemaker-gluonts-entrypoint

Star5

Sample GluonTS entrypoint scripts for Amazon SageMaker.

aws-sagemaker gluonts

UpdatedMar 28, 2022
Jupyter Notebook

Sanaxen /deepAR

Star4

multivariate time series

machine-learning deep-learning mxnet lstm deepar gluonts multivariate-time-series

UpdatedNov 2, 2020
C#

Kai-Ref /DeepAR_InfluenzaForecast

Star1

DeepAR implementation for seasonal influenza cases in German districts

python r surveillance jupyter-notebook epidemiology influenza probabilistic-forecasting epidemiological-predictions deepar gluonts ray-tune epidemic-modelling hhh4

UpdatedNov 4, 2024
Jupyter Notebook

psycoplankton /Rupee-vs-Dollar-Time-Series-Forecasting

Star0

An autoregressive forecasting implementation of a LSTM network, NBEATS architecture, ARIMA and SARIMAX regressions, and Autoformer architecture on rupee dollar exchange rates using pytorch, pytorch lightning, pytorch-forecasting, and GluonTS

time-series lstm-neural-networks pytorch-lightning gluonts huggingface-transformers long-term-forecasting nbeats autoformer pytorch-forecasting