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Repository for the results of my master thesis, about the generation and evaluation of synthetic data using GANs

Jupyter Notebook 42 4 Updated Jun 21, 2023

Generation of Time Series data using generatuve adversarial networks (GANs) for biological purposes.

Python 112 22 Updated Dec 13, 2019

T81-558: Keras - Applications of Deep Neural Networks @Washington University in St. Louis

Jupyter Notebook 5,718 3,032 Updated Aug 30, 2024

Semi-Recurrent CNN-based VAE-GAN for Sequential Data Generation

Python 21 15 Updated Aug 6, 2018

ACDWM (Adaptive Chunk-based Dynamic Weighted Majority)

Python 10 2 Updated Nov 7, 2019

Spectral Temporal Graph Neural Network (StemGNN in short) for Multivariate Time-series Forecasting

Python 507 116 Updated May 31, 2024

Water Quality Management and Forecasting System(水质管理与预测系统)

Vue 32 9 Updated Dec 10, 2022

[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)

593 50 Updated Aug 9, 2024

Official repository for the paper "Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks" (ICLR 2022)

Python 145 29 Updated Jun 22, 2022

基于Springboot+Vue+Python深度神经网络学习算法水质管理预测系统设计毕业源码案例设计

Java 29 2 Updated May 2, 2023

Conditional GAN for generating synthetic tabular data.

Python 1,259 284 Updated Oct 18, 2024

transformer/self-attention for Multidimensional time series forecasting 使用transformer架构实现多维时间预测

Jupyter Notebook 219 39 Updated Aug 21, 2023

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

2,433 239 Updated Aug 8, 2024

Codebase for Time-series Generative Adversarial Networks (TimeGAN) - NeurIPS 2019

Jupyter Notebook 848 265 Updated Jul 30, 2024

Implementation of seq2seq with attention in keras

Python 111 28 Updated Apr 8, 2020

About Code release for "Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy" (ICLR 2022 Spotlight), https://openreview.net/forum?id=LzQQ89U1qm_

Python 734 192 Updated Dec 29, 2023

Oil & Gas Decline Curve Analysis Package

Python 19 5 Updated May 15, 2024

Scaling Up Your Kernels to 31x31: Revisiting Large Kernel Design in CNNs (CVPR 2022)

Python 866 86 Updated Apr 24, 2024

Let's train vision transformers (ViT) for cifar 10!

Python 524 107 Updated Oct 18, 2024

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

Python 5,358 1,117 Updated May 27, 2024

Seq2Seq, Bert, Transformer, WaveNet for time series prediction.

Python 564 79 Updated Jul 25, 2024

Implementation of Transformer model (originally from Attention is All You Need) applied to Time Series.

Jupyter Notebook 852 166 Updated Jun 2, 2023

proof of concept for a transformer-based time series prediction model

Python 1,283 242 Updated Feb 20, 2023

A tutorial demonstrating how to implement deep learning models for time series forecasting

Jupyter Notebook 655 282 Updated Nov 13, 2020

时间序列分析教程

Jupyter Notebook 832 205 Updated Jun 1, 2021

Shared repository for open-sourced projects from the Google AI Language team.

Python 1,616 345 Updated Oct 17, 2024

基于LSTM的时间序列预测研究

Python 2,719 693 Updated Dec 14, 2022

使用多种算法(线性回归、随机森林、支持向量机、BP神经网络、GRU、LSTM)进行电力系统负荷预测/电力预测。通过一个简单的例子。A variety of algorithms (linear regression, random forest, support vector machine, BP neural network, GRU, LSTM) are used for power …

Jupyter Notebook 143 38 Updated Jun 7, 2020

Using BERT+Bi-LSTM+CRF

Python 133 27 Updated Mar 26, 2022
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