31 results found Sort:

awslabs
gluonts awslabs
741
4.4k
apache-2.0
74
Probabilistic time series modeling in Python
aws mxnet torch pytorch sagemaker timeseries forecasting time-series data-science deep-learning neural-networks machine-learning time-series-prediction artificial-intelligence time-series-forecasting
Created 2019-05-15
1,471 commits to dev branch, last one 12 days ago
Alro10
deep-learning-time-series Alro10
518
2.5k
apache-2.0
79
List of papers, code and experiments using deep learning for time series forecasting
lstm python3 pytorch prediction tensorflow time-series deep-learning series-analysis sales-forecasting demand-forecasting forecasting-models series-forecasting deep-neural-networks lstm-neural-networks series-classification time-series-prediction time-series-forecasting forecasting-competitions recurrent-neural-networks time-series-classification
Created 2019-08-22
348 commits to master branch, last one 2 years ago
cure-lab
LTSF-Linear cure-lab
422
1.8k
apache-2.0
16
[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"
aaai pytorch aaai2023 forecasting time-series deep-learning linear-models forecasting-model time-series-prediction time-series-forecasting
Created 2022-05-26
58 commits to main branch, last one 5 months ago
ddz16
TSFpaper ddz16
147
1.6k
unknown
56
This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the typ...
rnn tcn paper-lists time-series transformer deep-learning spatio-temporal time-series-models deep-neural-networks spatio-temporal-data time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatial-temporal-forecasting
Created 2022-06-29
279 commits to main branch, last one 18 hours ago
Ceruleanacg
Personae Ceruleanacg
335
1.3k
mit
123
📈 Personae is a repo of implements and environment of Deep Reinforcement Learning & Supervised Learning for Quantitative Trading.
paper stock trading stock-data supervised-learning reinforcement-learning stock-price-prediction time-series-prediction
Created 2018-03-10
177 commits to master branch, last one 5 years ago
time-series-foundation-models
lag-llama time-series-foundation-models
121
1.1k
apache-2.0
29
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
llama lag-llama timeseries forecasting time-series transformers foundation-models time-series-prediction timeseries-forecasting time-series-forecasting time-series-transformer
Created 2024-02-07
70 commits to main branch, last one 4 days ago
cuge1995
awesome-time-series cuge1995
149
890
unknown
36
list of papers, code, and other resources
time-series spatio-temporal series-forecasting time-series-prediction time-series-forecasting
Created 2020-03-03
257 commits to master branch, last one 2 months ago
LibCity
Bigscity-LibCity LibCity
156
860
apache-2.0
9
LibCity: An Open Library for Urban Spatial-temporal Data Mining
eta libcity toolkit traffic od-matrix map-matching deep-learning spatio-temporal on-demand-service traffic-prediction traffic-forecasting trajectory-prediction pytorch-implementation time-series-prediction representation-learning traffic-flow-prediction traffic-speed-prediction estimated-time-of-arrival spatio-temporal-prediction traffic-accident-prediction
Created 2020-12-12
311 commits to master branch, last one 13 days ago
lixus7
Time-Series-Works-Conferences lixus7
79
720
mit
21
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
location paper-list time-series deep-learning spatio-temporal anomaly-detection accident-detection demand-forecasting traffic-prediction probabilistic-models spatio-temporal-data time-series-imputation time-series-prediction travel-time-prediction multivariate-timeseries time-series-forecasting spatio-temporal-modeling spatio-temporal-prediction
Created 2022-03-24
817 commits to main branch, last one 11 days ago
aangelopoulos
conformal-prediction aangelopoulos
80
688
mit
9
Lightweight, useful implementation of conformal prediction on real data.
conformal time-series uncertainty computer-vision distribution-shift conformal-inference conformal-prediction time-series-prediction uncertainty-estimation uncertainty-quantification natural-language-processing
Created 2021-12-25
151 commits to main branch, last one 3 months ago
jiwidi
time-series-forecasting-with-python jiwidi
209
618
unknown
12
A use-case focused tutorial for time series forecasting with python
python time-series machine-learning python-time-series time-series-analysis time-series-prediction time-series-forecasting
Created 2020-05-06
98 commits to master branch, last one about a year ago
lmmentel
awesome-time-series lmmentel
70
495
unknown
16
Resources for working with time series and sequence data
python database time-series machine-learning anomaly-detection time-series-analysis time-series-database time-series-prediction time-series-data-mining time-series-forecasting time-series-classification
Created 2021-10-26
152 commits to main branch, last one about a month ago
cure-lab
Awesome-time-series cure-lab
41
483
unknown
21
A comprehensive survey on the time series domains
time-series anomaly-detection time-series-analysis time-series-prediction time-series-forecasting time-series-classification
Created 2022-03-18
94 commits to main branch, last one about a year ago
maxim5
time-series-machine-learning maxim5
101
366
apache-2.0
31
Machine learning models for time series analysis
python bitcoin xgboost ethereum blockchain statistics tensorflow time-series poloniex-api deep-learning cryptocurrency neural-network machine-learning poloniex-trade-bot quantitative-finance financial-engineering time-series-prediction recurrent-neural-networks
Created 2017-06-08
141 commits to master branch, last one 6 years ago
regel
loudml regel
92
293
other
24
Loud ML is the first open-source AI solution for ICT and IoT automation
database monitoring tensorflow time-series deep-learning machine-learning time-series-prediction
Created 2018-01-16
1,097 commits to develop branch, last one 3 years ago
aptx1231
Traffic-Prediction-Open-Code-Summary aptx1231
57
226
mit
2
Summary of open source code for deep learning models in the field of traffic prediction
libcity traffic on-demand open-code paper-list open-source deep-learning spatio-temporal on-demand-service traffic-prediction graph-neural-networks trajectory-prediction time-series-prediction travel-time-prediction traffic-flow-prediction traffic-speed-prediction estimated-time-of-arrival spatio-temporal-prediction traffic-accident-prediction graph-convolutional-networks
Created 2020-12-26
49 commits to master branch, last one about a year ago
flo7up
relataly-public-python-tutorials flo7up
91
148
cc-by-sa-4.0
7
Beginner-friendly collection of Python notebooks for various use cases of machine learning, deep learning, and analytics. For each notebook there is a separate tutorial on the relataly.com blog.
openai python openai-api time-series twitter-bot data-science deep-learning neural-network neural-networks churn-prediction keras-tensorflow machine-learning feature-selection scikit-learn-python reinforcement-learning stock-price-prediction time-series-prediction stock-market-prediction time-series-forecasting recurrent-neural-networks
Created 2020-04-28
331 commits to master branch, last one 10 months ago
sunfanyunn
DARNN sunfanyunn
24
109
unknown
5
A Dual-Stage Attention-Based Recurrent Neural Network for Time Series Prediction
attention-mechanism time-series-prediction recurrent-neural-networks
Created 2018-11-27
13 commits to master branch, last one about a year ago
ServiceNow
TACTiS ServiceNow
19
107
apache-2.0
10
TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series, from ServiceNow Research
copulas timeseries forecasting time-series transformers deep-learning neural-network machine-learning time-series-prediction
Created 2022-05-18
72 commits to tactis-2 branch, last one about a month ago
tiagoCuervo
TensorANFIS tiagoCuervo
39
95
mit
6
A Tensorflow implementation of the Adaptive Neuro-Based Fuzzy Inference System (ANFIS)
anfis tensorflow fuzzy-logic anfis-network neural-networks fuzzy-inference-system time-series-prediction time-series-forecasting computational-intelligence
Created 2018-07-24
12 commits to master branch, last one 3 years ago
Corezcy
EEMD-LSTM-DO-Prediction Corezcy
22
79
unknown
1
EEMD、LSTM、time series prediction、DO、Deep Learning
eemd lstm prediction time-series-prediction
Created 2020-06-23
45 commits to master branch, last one 2 years ago
FilippoMB
Ensemble-Conformalized-Quantile-Regression FilippoMB
7
75
mit
2
Valid and adaptive prediction intervals for probabilistic time series forecasting
random-forest quantile-regression conformal-prediction prediction-intervals frequentist-statistics time-series-prediction time-series-forecasting ensemble-machine-learning probabilistic-forecasting recurrent-neural-networks uncertainty-quantification frequentistic-confidence-intervals
Created 2022-02-11
26 commits to main branch, last one about a year ago
cuge1995
awesome-energy-forecasting cuge1995
9
56
mit
1
list of papers, code, and other resources
wind-speed energy-data wind-energy clean-energy solar-energy building-energy renewable-energy wind-forecasting energy-prediction solar-forecasting wind-energy-analytics time-series-prediction time-series-forecasting building-energy-forecasting
Created 2020-05-21
25 commits to master branch, last one 2 years ago
Hamid-Nasiri
Recurrent-Fuzzy-Neural-Network Hamid-Nasiri
4
56
unknown
1
MFRFNN: Multi-Functional Recurrent Fuzzy Neural Network for Chaotic Time Series Prediction
fnn matlab neuro-fuzzy time-series neural-network machine-learning fuzzy-neural-network time-series-prediction time-series-forecasting recurrent-neural-networks recurrent-fuzzy-neural-network
Created 2022-04-19
31 commits to main branch, last one about a year ago
adelekuzmiakova
CS229-machine-learning-solar-energy-predictions adelekuzmiakova
14
55
unknown
3
Predicting solar energy using machine learning (LSTM, PCA, boosting). This is our CS 229 project from autumn 2017. Report and poster are included.
matlab python tensorflow pca-analysis solar-energy boosting-tree deep-learning data-processing machine-learning lstm-neural-networks time-series-prediction time-series-forecasting
Created 2017-12-08
28 commits to master branch, last one 2 years ago
travisdesell
exact travisdesell
17
54
unknown
9
EXONA: The Evolutionary eXploration of Neural Networks Framework -- EXACT, EXALT and EXAMM
gecco evolution neuroevolution time-series-prediction evolutionary-algorithms evolved-neural-networks
Created 2016-11-25
1,114 commits to main branch, last one about a month ago
microprediction
timeseries-notebooks microprediction
24
50
mit
5
Hello world univariate examples for a variety of time series packages.
timeseries time-series timeseries-analysis time-series-analysis time-series-prediction time-series-forecasting
Created 2020-12-31
71 commits to main branch, last one about a year ago
ztxtech
Time-Evidence-Fusion-Network ztxtech
4
49
mit
2
Official implementation of "Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting" (https://arxiv.org/abs/2405.06419)
cuda macos uestc pytorch time-series deep-learning neural-network neural-networks machine-learning time-series-analysis time-series-prediction time-series-forecasting
Created 2024-04-22
49 commits to master branch, last one about a month ago
Hamid-Nasiri
VMD-MFRFNN Hamid-Nasiri
6
45
unknown
3
VMD-MFRFNN
fnn vmd matlab neuro-fuzzy time-series neural-network machine-learning fuzzy-neural-network time-series-prediction time-series-forecasting recurrent-neural-networks recurrent-fuzzy-neural-network variational-mode-decomposition
Created 2022-09-17
14 commits to main branch, last one 8 months ago
viluiz
gan viluiz
17
42
mit
2
Generative adversarial networks (GAN) in a reduced-order model (ROM) framework for time series prediction, data assimilation and uncertainty quantification
deep-learning data-assimilation generative-network reduced-order-model time-series-prediction uncertainty-quantification generative-adversarial-network
Created 2020-08-26
41 commits to master branch, last one 6 months ago