forecasting · GitHub Topics | GitHub 中文社区

Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

翻译 - 用于为具有多个季节性且线性或非线性增长的时间序列数据生成高质量预测的工具。

forecasting r python

Python18.53 k

25 天前

statsmodels

statsmodels@statsmodels

Statsmodels: statistical modeling and econometrics in Python

翻译 - Statsmodels：Python中的统计建模和计量经济学

python statistics econometrics data-analysis generalized-linear-models timeseries-analysis regression-models count-model data-science forecasting

Python10.16 k

8 天前

darts

Unit8@unit8co

#计算机科学# A python library for user-friendly forecasting and anomaly detection on time series.

翻译 - 一个易于操作和预测时间序列的python库。

python time-series forecasting machine-learning deep-learning anomaly-detection data-science

Python8.1 k

10 小时前

awesome-project-ideas

@NirantK

#Awesome# Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

翻译 - 机器学习，NLP，视觉，推荐系统项目创意的精选清单

deep-learning forecasting machine-learning classification series-forecasting image-classification awesome-list awesome dataset multi-label-classification

7.92 k

2 年前

sktime

@sktime

#计算机科学# A unified framework for machine learning with time series

翻译 - 兼容scikit-learn的Python工具箱，用于按时间序列进行机器学习

time-series machine-learning scikit-learn time-series-classification time-series-regression forecasting time-series-analysis data-science data-mining

Python7.81 k

2 个月前

Informer2020

@zhouhaoyi

#计算机科学# The GitHub repository for the paper "Informer" accepted by AAAI 2021.

翻译 - AAAI 2021（最佳论文奖）接受了论文“ Informer”的GitHub存储库。

deep-learning self-attention time-series pytorch forecasting transformer

Python5.45 k

6 个月前

gluonts

Amazon Web Services - Labs@awslabs

#计算机科学# Probabilistic time series modeling in Python

翻译 - Python中的概率时间序列建模

time-series deep-learning forecasting neural-networks machine-learning time-series-prediction time-series-forecasting mxnet pytorch aws

Python4.63 k

12 天前

pytorch-forecasting

@sktime

#学习与技能提升# Time series forecasting with PyTorch

翻译 - 使用PyTorch进行时间序列预测

pytorch forecasting deep learning lightning time series neural network machine

Python4.01 k

3 天前

statsforecast

@Nixtla

#计算机科学# Lightning ⚡️ fast forecasting with statistical and econometric models.

time-series statistics forecasting arima econometrics machine-learning python exponential-smoothing auto-arima ets

Python3.99 k

11 天前

neural_prophet

@ourownstory

#计算机科学# NeuralProphet: A simple forecasting package

翻译 - NeuralProphet - a Neural Network based Time-Series model

forecasting time-series machine-learning fbprophet prophet forecast artificial-intelligence prediction trend seasonality

Python3.89 k

4 天前

Merlion

Salesforce@salesforce

#计算机科学# Merlion: A Machine Learning Framework for Time Series Intelligence

翻译 - Merlion：时间序列智能的机器学习框架

time-series anomaly-detection forecasting machine-learning benchmarking automl ensemble-learning

Python3.39 k

5 个月前

neuralforecast

@Nixtla

#计算机科学# Scalable and user friendly neural 🧠 forecasting algorithms.

deep-learning forecasting esrnn nbeats nbeatsx time-series pytorch transformer nhits neural-network

Python3.1 k

10 天前

forecasting

Microsoft@microsoft

#计算机科学# Time Series Forecasting Best Practices & Examples

翻译 - 时间序列预测最佳做法和示例

forecasting time-series best-practices machine-learning deep-learning azure-ml automl demand-forecasting retail python

Python2.65 k

2 年前

chronos-forecasting

@amazon-science

#大语言模型# Chronos: Pretrained (Language) Models for Probabilistic Time Series Forecasting

forecasting large-language-models llm machine-learning time-series foundation-models pretrained-models time-series-forecasting timeseries artificial-intelligence

Python2.58 k

3 天前

LTSF-Linear

@cure-lab

#计算机科学# [AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"

deep-learning forecasting forecasting-model linear-models pytorch time-series time-series-forecasting time-series-prediction aaai aaai2023

Python2.02 k

10 个月前

orbit

Uber Open Source@uber

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

翻译 - A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

python forecasting bayesian exponential-smoothing pyro stan pystan probabilistic-programming probabilistic forecast

Python1.88 k

4 个月前

lag-llama

@time-series-foundation-models

#时序数据库# Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

forecasting foundation-models time-series time-series-forecasting timeseries timeseries-forecasting llama time-series-prediction time-series-transformer transformers

Python1.26 k

10 天前

etna

@tinkoff-ai

#计算机科学# ETNA – Time-Series Library

翻译 - ETNA – 时间序列库

python machine-learning time-series forecasting timeseries deep-learning

Python856

1 年前

luminaire

@zillow

#时序数据库# Luminaire is a python package that provides ML driven solutions for monitoring time series data.

翻译 - Luminaire是一个python软件包，提供ML驱动的解决方案来监视时间序列数据。

automl anomaly-detection outlier-detection forecasting time-series

Python765

10 个月前

atspy

Derek Snow@firmai

#时序数据库# AtsPy: Automated Time Series Models in Python (by @firmai)

翻译 - Python的最佳自动时间序列模型（AtsPy）

time-series time-series-analysis automated python forecasting forecasting-models

Python513

2 年前