forecasting · GitHub Topics

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

Python 18.96 k

4 个月前

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 14.03 k

7 个月前

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 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 10.49 k

21 天前

autogluon / autogluon

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

翻译 - AutoGluon：用于深度学习的AutoML工具包

automl 机器学习数据科学深度学习 ensemble-learning 机器视觉自然语言处理 structured-data object-detection gluon transfer-learning PyTorch automated-machine-learning scikit-learn tabular-data hyperparameter-optimization time-series forecasting Python

Python 8.53 k

6 天前

unit8co / darts

#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 机器学习深度学习 anomaly-detection 数据科学

Python 8.41 k

3 天前

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 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

Python 8.25 k

5 天前

NirantK / awesome-project-ideas

#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

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

8.18 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 JavaScript knn 大语言模型 PostgreSQL Python rag regression search SQL vector-database approximate-nearest-neighbor-search clustering forecasting

Rust 6.19 k

16 天前

zhouhaoyi / Informer2020

#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。

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

Python 5.72 k

9 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 5.48 k

10 天前

awslabs / gluonts

#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 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 4.8 k

4 个月前

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 4.18 k

9 天前

sktime / pytorch-forecasting

#计算机科学#Time series forecasting with PyTorch

翻译 - 使用PyTorch进行时间序列预测

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

Python 4.18 k

9 天前

salesforce / Merlion

#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 机器学习 benchmarking automl ensemble-learning

Python 4.16 k

9 个月前

ourownstory / neural_prophet

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

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

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 4.02 k

2 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 3.34 k

9 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 3.03 k

6 天前

qingsongedu / time-series-transformers-review

#计算机科学#A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.

timeseries transformer forecasting anomalydetection classification timeseries-analysis time-series time-series-forecasting 机器学习深度学习 Awesome Lists survey transformers 代码审查

2.67 k

7 个月前

microsoft / forecasting

#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 机器学习深度学习 azure-ml automl demand-forecasting retail Python

Python 2.65 k

2 年前

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 2.63 k

8 天前