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07 Time Series Forecastinghttps://github.com/all414all/Time-Series-Analysis-Tutorial/tree/beta/07%20Time%20Series%20Forecasting
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https://github.com/datamonday/Time-Series-Forecasting-Algorithmhttps://github.com/datamonday/Time-Series-Forecasting-Algorithm
原理+论文+实战：60篇由浅入深的时间序列预测/分类教程汇总https://blog.csdn.net/weixin_39653948/article/details/105571760?spm=1001.2014.3001.5502
https://github.com/all414all/Time-Series-Analysis-Tutorial#更新日志
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https://github.com/all414all/Time-Series-Analysis-Tutorial#前言
https://github.com/all414all/Time-Series-Analysis-Tutorial#一原理篇
https://github.com/all414all/Time-Series-Analysis-Tutorial#11-cnn
零基础入门深度学习(4) - 卷积神经网络https://www.zybuluo.com/hanbingtao/note/485480
https://github.com/all414all/Time-Series-Analysis-Tutorial#12-rnn
零基础入门深度学习(5) - 循环神经网络https://zybuluo.com/hanbingtao/note/541458
https://github.com/all414all/Time-Series-Analysis-Tutorial#13-lstm
Understanding LSTM Networkshttp://colah.github.io/posts/2015-08-Understanding-LSTMs/
零基础入门深度学习(6) - 长短时记忆网络(LSTM)https://zybuluo.com/hanbingtao/note/581764
https://github.com/all414all/Time-Series-Analysis-Tutorial#二论文篇
https://github.com/all414all/Time-Series-Analysis-Tutorial#21-wisdm-实验室论文
Activity Recognition using Cell Phone Accelerometershttps://blog.csdn.net/weixin_39653948/article/details/104566858
Cell Phone-Based Biometric Identificationhttps://blog.csdn.net/weixin_39653948/article/details/104566905
https://github.com/all414all/Time-Series-Analysis-Tutorial#22-uci-har-数据集论文
Human Activity Recognition on Smartphones using a Multiclass Hardware-Friendly SVMhttps://blog.csdn.net/weixin_39653948/article/details/104563715
A Public Domain Dataset for Human Activity Recognition Using Smartphoneshttps://blog.csdn.net/weixin_39653948/article/details/104638860
https://github.com/all414all/Time-Series-Analysis-Tutorial#23-cnn-lstm-论文
Long-term Recurrent Convolutional Networks for Visual Recognition and Descriptionhttps://arxiv.org/abs/1411.4389
Show and Tell: A Neural Image Caption Generatorhttps://arxiv.org/abs/1411.4555
https://github.com/all414all/Time-Series-Analysis-Tutorial#24-convlstm-论文
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcastinghttps://blog.csdn.net/weixin_39653948/article/details/104575175
https://github.com/all414all/Time-Series-Analysis-Tutorial#25-deepconvlstm-论文
Deep Convolutional Neural Networks On Multichannel Time Series For Human Activity Recognitionhttps://blog.csdn.net/weixin_39653948/article/details/104526849
Deep Convolutional and LSTM RNN for Multimodal Wearable Activity Recognitionhttps://blog.csdn.net/weixin_39653948/article/details/104536187
https://github.com/all414all/Time-Series-Analysis-Tutorial#26-lstm-fcn-论文
LSTM Fully Convolutional Networks for Time Series Classificationhttps://arxiv.org/abs/1709.05206
Multivariate LSTM-FCNs for Time Series Classificationhttps://arxiv.org/abs/1801.04503
https://github.com/all414all/Time-Series-Analysis-Tutorial#三实战篇
https://github.com/all414all/Time-Series-Analysis-Tutorial#31-时间序列任务-入门篇
LSTM 01：理解LSTM网络及训练方法https://blog.csdn.net/weixin_39653948/article/details/104966046
LSTM 02：如何为LSTMs准备数据https://blog.csdn.net/weixin_39653948/article/details/104425614
LSTM 03：如何用Keras编写 LSTMshttps://blog.csdn.net/weixin_39653948/article/details/104433698
LSTM 04：4种序列预测模型及Keras实现https://blog.csdn.net/weixin_39653948/article/details/104959294
LSTM 05：如何用Keras开发 Vanilla LSTMs 和 Stacked LSTMshttps://blog.csdn.net/weixin_39653948/article/details/104974061
LSTM 06：如何用Keras开发 CNN LSTMhttps://blog.csdn.net/weixin_39653948/article/details/104982310
LSTM 07：如何用Keras开发 Encoder-Decoder LSTMhttps://blog.csdn.net/weixin_39653948/article/details/104990120
LSTM 08：超详细LSTM调参指南https://blog.csdn.net/weixin_39653948/article/details/105003294
https://github.com/all414all/Time-Series-Analysis-Tutorial#32-时间序列预测-基础篇
时间序列预测01：如何将时间序列预测转化为监督学习问题https://blog.csdn.net/weixin_39653948/article/details/105332534
时间序列预测02：经典方法综述 自回归ARIMA/SRIMA 指数平滑法等https://blog.csdn.net/weixin_39653948/article/details/105333399
时间序列预测03：如何为CNN/LSTM模型构建数据集https://blog.csdn.net/weixin_39653948/article/details/105332338
时间序列预测04：TF2.1开发多层感知器(MLPs)时间序列预测模型详解https://blog.csdn.net/weixin_39653948/article/details/105341180
时间序列预测05：CNN时间序列预测模型详解 01 Univariate CNN、Multivariate CNNhttps://blog.csdn.net/weixin_39653948/article/details/105352010
时间序列预测06：CNN时间序列预测模型详解 02 Multi-step CNN、Multivariate Multi-step CNNhttps://blog.csdn.net/weixin_39653948/article/details/105362939
时间序列预测07：如何开发LSTM实现时间序列预测详解 01 Univariate LSTMhttps://blog.csdn.net/weixin_39653948/article/details/105366425
时间序列预测08：如何开发LSTM实现时间序列预测详解 02 Multivariate LSTMhttps://blog.csdn.net/weixin_39653948/article/details/105379715
时间序列预测09：如何开发LSTM实现时间序列预测详解 03 Multi-step LSTMhttps://blog.csdn.net/weixin_39653948/article/details/105385622
时间序列预测10：如何开发LSTM实现时间序列预测详解 04 Multivariate Multi-step LSTMhttps://blog.csdn.net/weixin_39653948/article/details/105391590
https://github.com/all414all/Time-Series-Analysis-Tutorial#33-时间序列预测-进阶篇
时间序列预测11：用电量预测 01 数据分析与建模https://blog.csdn.net/weixin_39653948/article/details/105397315
时间序列预测12：用电量预测 02 朴素模型多步预测建模https://blog.csdn.net/weixin_39653948/article/details/105412563
时间序列预测13：用电量预测 03 ARIMA模型多步预测建模https://blog.csdn.net/weixin_39653948/article/details/105408755
时间序列预测14：CNN 实现用电量/发电量预测https://blog.csdn.net/weixin_39653948/article/details/105422337
时间序列预测15：Multi-input / Multi-head CNN 实现用电量/发电量预测https://blog.csdn.net/weixin_39653948/article/details/105431099
时间序列预测16：Encoder-Decoder LSTM 实现用电量/发电量预测https://blog.csdn.net/weixin_39653948/article/details/105440090
时间序列预测17：CNN-LSTM 实现用电量/发电量预测https://blog.csdn.net/weixin_39653948/article/details/105446709
时间序列预测18：ConvLSTM 实现用电量/发电量预测https://blog.csdn.net/weixin_39653948/article/details/105447616
使用Keras实现预测燃油效率https://blog.csdn.net/weixin_39653948/article/details/105720276
使用Keras实现LSTM天气预测https://blog.csdn.net/weixin_39653948/article/details/105927085
https://github.com/all414all/Time-Series-Analysis-Tutorial#33-时间序列分类-基础篇
时间序列分类01：人类活动识别深度学习模型综述https://blog.csdn.net/weixin_39653948/article/details/105447899
时间序列分类02：数据可视化与问题分析建模流程详解（UCI-HAR）https://blog.csdn.net/weixin_39653948/article/details/105453824
时间序列分类03：如何开发CNNs模型实现人类活动识别（调参）https://blog.csdn.net/weixin_39653948/article/details/105469455
时间序列分类04：如何开发LSTMs模型实现人类活动识别（CNN-LSTM、ConvLSTM）https://blog.csdn.net/weixin_39653948/article/details/105475898
https://github.com/all414all/Time-Series-Analysis-Tutorial#34-时间序列分类-进阶篇--更新中
TensorFlow实现时间序列滑动窗口https://blog.csdn.net/weixin_39653948/article/details/105928752
Python yield 实现滑动窗口截取时间序列数据（滑动步长可调）https://blog.csdn.net/weixin_39653948/article/details/105498685
numpy unique() 方法实现将分类标签转化为数字编码（非one-hot）https://blog.csdn.net/weixin_39653948/article/details/105516373
https://github.com/all414all/Time-Series-Analysis-Tutorial#四-调参篇
深度学习模型24种优化策略详解https://blog.csdn.net/weixin_39653948/article/details/105962427
https://github.com/all414all/Time-Series-Analysis-Tutorial#五-相关论文-更新中
Energy consumption prediction using machine learning a reviewhttps://blog.csdn.net/weixin_39653948/article/details/106676919
Electric Energy Consumption Prediction by Deep Learning with State Explainable Autoencoderhttps://blog.csdn.net/weixin_39653948/article/details/106699229
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecastinghttps://blog.csdn.net/weixin_39653948/article/details/106751676
【CMU & AWS 2020】Forecasting Big Time Series: Theory and Practice（Part I）https://blog.csdn.net/weixin_39653948/article/details/106724670
【CMU & AWS 2020】Forecasting Big Time Series: Theory and Practice（Part II）https://blog.csdn.net/weixin_39653948/article/details/106725782
A review of data-driven building energy consumption prediction studieshttps://blog.csdn.net/weixin_39653948/article/details/106774900
A Comparative Study of Time Series Forecasting Methods for Short T erm Electric Energy Consumption Prediction in Smart Buildingshttps://datac.blog.csdn.net/article/details/107849204
https://github.com/all414all/Time-Series-Analysis-Tutorial#六-注意力机制20201029更新
Attention Is All You Need（Transformer）https://blog.csdn.net/weixin_39653948/article/details/107395533
【Attention】注意力机制简介https://datac.blog.csdn.net/article/details/108987390
【Attention】注意力机制的直观理解https://datac.blog.csdn.net/article/details/108988534
【Attention】图解 Attentionhttps://datac.blog.csdn.net/article/details/109322563
【Attention】注意力机制概述https://datac.blog.csdn.net/article/details/109295433
【Transformer】How Transformers Workhttps://datac.blog.csdn.net/article/details/109147855
【Transformer】图解 Transformerhttps://datac.blog.csdn.net/article/details/109152169
https://github.com/all414all/Time-Series-Analysis-Tutorial#源码获取2021
https://github.com/datamonday/Time-Series-Forecasting-Algorithmhttps://github.com/datamonday/Time-Series-Forecasting-Algorithm
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