forecasting · GitHub Topics

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

forecasting R Python

Python 19.3 k

16 天前

NVIDIA / DeepLearningExamples

#自然语言处理#深度学习示例

机器视觉深度学习 drug-discovery forecasting large-language-models mxnet paddlepaddle PyTorch recommender-systems speech-recognition speech-synthesis Tensorflow tensorflow2 translation 自然语言处理

Jupyter Notebook 14.33 k

10 个月前

statsmodels / statsmodels

Statsmodels: statistical modeling and econometrics in Python

Python 统计 econometrics 数据分析 generalized-linear-models timeseries-analysis regression-models count-model 数据科学 forecasting hypothesis-testing prediction

Python 10.73 k

1 天前

sktime / sktime

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

time-series 机器学习 scikit-learn time-series-classification time-series-regression forecasting time-series-analysis 数据科学 data-mining Hacktoberfest 人工智能 anomaly-detection changepoint-detection sktime time-series-segmentation

Python 9.09 k

3 天前

autogluon / autogluon

#自然语言处理#Fast and Accurate ML in 3 Lines of Code

Python 8.93 k

3 天前

unit8co / darts

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

Python time-series forecasting 机器学习深度学习 anomaly-detection 数据科学

Python 8.68 k

8 天前

NirantK / awesome-project-ideas

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

深度学习 forecasting 机器学习 classification series-forecasting image-classification Awesome Lists dataset multi-label-classification

8.34 k

2 年前

postgresml / postgresml

#大语言模型#Postgres with GPUs for ML/AI apps.

机器学习人工智能 ann classification embeddings knn 大语言模型 PostgreSQL rag regression SQL vector-database approximate-nearest-neighbor-search clustering forecasting

Rust 6.31 k

2 个月前

zhouhaoyi / Informer2020

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

深度学习 self-attention time-series PyTorch forecasting transformer

Python 5.99 k

2 个月前

timeseriesAI / tsai

#计算机科学#Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

time-series-classification 深度学习 fastai PyTorch timeseries time-series sequential time-series-analysis transformer cnn rnn state-of-the-art self-supervised classification regression forecasting Rocket 机器学习 Python

Jupyter Notebook 5.68 k

3 个月前

awslabs / gluonts

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

time-series 深度学习 forecasting neural-networks 机器学习 time-series-prediction time-series-forecasting mxnet PyTorch Amazon Web Services sagemaker timeseries 人工智能数据科学 torch

Python 4.92 k

16 天前

Nixtla / statsforecast

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

time-series 统计 forecasting arima econometrics 机器学习 Python exponential-smoothing ets baselines naive fbprophet prophet automl 数据科学

Python 4.41 k

1 个月前

sktime / pytorch-forecasting

#计算机科学#Time series forecasting with PyTorch

PyTorch forecasting gpu uncertainty timeseries-forecasting pytorch-lightning 深度学习 neural-networks timeseries 机器学习 pandas Python 人工智能 artifical-intelligense 数据科学 temporal

Python 4.33 k

2 天前

salesforce / Merlion

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

time-series anomaly-detection forecasting 机器学习 benchmarking automl ensemble-learning

Python 4.31 k

1 年前

ourownstory / neural_prophet

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

forecasting time-series 机器学习 fbprophet prophet forecast 人工智能 prediction trend seasonality PyTorch timeseries forecasting-model neural 神经网络 Python 深度学习

Python 4.11 k

5 个月前

Nixtla / neuralforecast

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

深度学习 forecasting esrnn nbeats nbeatsx time-series PyTorch transformer nhits 神经网络机器学习深度神经网络 deepar tft baselines hint

Python 3.57 k

3 天前

amazon-science / chronos-forecasting

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

forecasting large-language-models 大语言模型机器学习 time-series foundation-models pretrained-models time-series-forecasting timeseries 人工智能 huggingface huggingface-transformers transformers

Python 3.37 k

18 天前

Nixtla / nixtla

#大语言模型#TimeGPT-1: production ready pre-trained Time Series Foundation Model for forecasting and anomaly detection. Generative pretrained transformer for time series trained on over 100B data points. It's ca...

time-series time-series-forecasting 机器学习深度学习 forecasting gpt anomaly-detection 人工智能 gpts 大语言模型

Jupyter Notebook 2.79 k

7 天前