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时间序列

20 repositories

时间序列分析教程

Jupyter Notebook 868 209 Updated Jun 1, 2021

用深度学习思路与线性回归思路对黄金期货价格进行预测

Python 22 5 Updated Mar 11, 2022

使用卷积神经网络-长短期记忆网络(bi-LSTM)-注意力机制对股票收盘价进行回归预测。The convolution neural network, short-term memory network and attention mechanism are used to predict the closing price.

Jupyter Notebook 246 42 Updated Jan 26, 2024

CNN+BiLSTM+Attention Multivariate Time Series Prediction implemented by Keras

Python 613 97 Updated Mar 26, 2020

Attention-based CNN-LSTM and XGBoost hybrid model for stock prediction

Python 309 71 Updated Apr 9, 2022

NuwaTS: a Foundation Model Mending Every Incomplete Time Series

Python 52 4 Updated Nov 18, 2024

A Library for Advanced Deep Time Series Models.

Python 7,584 1,208 Updated Dec 23, 2024

Latex code for making neural networks diagrams

TeX 22,479 2,898 Updated Aug 21, 2023

🎨 ML Visuals contains figures and templates which you can reuse and customize to improve your scientific writing.

13,974 1,406 Updated Feb 13, 2023

Tools to Design or Visualize Architecture of Neural Network

4,546 580 Updated Jan 28, 2024
Python 33 5 Updated Nov 26, 2024
Python 70 11 Updated Jul 28, 2024

深度学习中各种即插即用小模块

Jupyter Notebook 329 31 Updated Mar 1, 2024

🔧 炼丹炉,一堆即插即用的模块,用于深度学习

Python 274 53 Updated Sep 17, 2024

PyTorch implementation of "Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective" (NeurIPS 2024)

Python 76 3 Updated Dec 6, 2024

Official implement of ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting

Shell 103 14 Updated Oct 22, 2024

a representation learning method that predicts the Fourier transform of state sequences to improve sample efficiency of RL algorithms.

Python 15 1 Updated Oct 26, 2023

Official implementation of the paper "FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective"

Python 191 18 Updated Feb 22, 2024

FITS: Frequency Interpolation Time Series Analysis Baseline

Jupyter Notebook 148 16 Updated Nov 26, 2024

Mamba4Cast, a zero-shot time series forecasting model, achieves competitive performance and faster inference than transformer-based models by leveraging Mamba architecture and synthetic training da…

Jupyter Notebook 12 1 Updated Oct 11, 2024