时间序列预测模型实战案例深度学习华为MTS-Mixers模型
首先我们要对时间序列概念有一个基本的了解时间序列预测大致分为两种一种是单元时间序列预测另一种是多元时间序列预测单元时间序列预测是指只考虑一个时间序列的预测模型。它通常用于预测单一变量的未来值，例如股票价格、销售量等。在单元时间序列预测中，我们需要对历史数据进行分析，确定趋势、季节性和周期性等因素，并使用这些因素来预测未来的值。常见的单元时间序列预测模型有移动平均模型（MA）自回归模型（AR）自回归移动平均模型（ARMA）差分自回归移动平均模型（ARIMA）后期我也会讲一些最新的预测模型包括Informer，TPA-LSTM,ARIMA,XGBOOST,Holt-winter，移动平均法等等一系列关于时间序列预测的模型,包括深度学习和机器学习方向的模型我都会讲,你可以根据需求选取适合你自己的模型进行预测，如果有需要可以+个关注。
文件下载
资源详情
[{"title":"（ 70 个子文件 51.93MB ） 时间序列预测模型实战案例深度学习华为MTS-Mixers模型","children":[{"title":"layers","children":[{"title":"TransformerBlocks.py <span style='color:#111;'> 5.20KB </span>","children":null,"spread":false},{"title":"Projection.py <span style='color:#111;'> 745B </span>","children":null,"spread":false},{"title":"Invertible.py <span style='color:#111;'> 3.22KB </span>","children":null,"spread":false},{"title":"Embedding.py <span style='color:#111;'> 4.83KB </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"Invertible.cpython-39.pyc <span style='color:#111;'> 3.68KB </span>","children":null,"spread":false},{"title":"Embedding.cpython-39.pyc <span style='color:#111;'> 6.50KB </span>","children":null,"spread":false},{"title":"Projection.cpython-39.pyc <span style='color:#111;'> 1.19KB </span>","children":null,"spread":false},{"title":"TransformerBlocks.cpython-39.pyc <span style='color:#111;'> 5.26KB </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"clean.sh <span style='color:#111;'> 67B </span>","children":null,"spread":false},{"title":"utils","children":[{"title":"decomposition.py <span style='color:#111;'> 1.52KB </span>","children":null,"spread":false},{"title":"metrics.py <span style='color:#111;'> 361B </span>","children":null,"spread":false},{"title":"masking.py <span style='color:#111;'> 831B </span>","children":null,"spread":false},{"title":"timefeatures.py <span style='color:#111;'> 3.66KB </span>","children":null,"spread":false},{"title":"tools.py <span style='color:#111;'> 3.00KB </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"timefeatures.cpython-39.pyc <span style='color:#111;'> 5.18KB </span>","children":null,"spread":false},{"title":"tools.cpython-39.pyc <span style='color:#111;'> 3.39KB </span>","children":null,"spread":false},{"title":"decomposition.cpython-39.pyc <span style='color:#111;'> 2.17KB </span>","children":null,"spread":false},{"title":"metrics.cpython-39.pyc <span style='color:#111;'> 764B </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":"test_results","children":[{"title":"Transformer_sum14_ftMS_sl128_ll64_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"0.pdf <span style='color:#111;'> 11.36KB </span>","children":null,"spread":false}],"spread":true},{"title":"Transformer_sum14_ftMS_sl64_ll32_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"0.pdf <span style='color:#111;'> 10.99KB </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":".idea","children":[{"title":"workspace.xml <span style='color:#111;'> 8.96KB </span>","children":null,"spread":false},{"title":"misc.xml <span style='color:#111;'> 185B </span>","children":null,"spread":false},{"title":"MTS-Mixers-main.iml <span style='color:#111;'> 482B </span>","children":null,"spread":false},{"title":"inspectionProfiles","children":[{"title":"Project_Default.xml <span style='color:#111;'> 1.34KB </span>","children":null,"spread":false},{"title":"profiles_settings.xml <span style='color:#111;'> 174B </span>","children":null,"spread":false}],"spread":true},{"title":"modules.xml <span style='color:#111;'> 289B </span>","children":null,"spread":false},{"title":".gitignore <span style='color:#111;'> 50B </span>","children":null,"spread":false},{"title":"aws.xml <span style='color:#111;'> 304B </span>","children":null,"spread":false}],"spread":true},{"title":"exp","children":[{"title":"exp_basic.py <span style='color:#111;'> 878B </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"exp_main.cpython-39.pyc <span style='color:#111;'> 9.03KB </span>","children":null,"spread":false},{"title":"exp_basic.cpython-39.pyc <span style='color:#111;'> 1.53KB </span>","children":null,"spread":false}],"spread":true},{"title":"exp_main.py <span style='color:#111;'> 14.68KB </span>","children":null,"spread":false}],"spread":true},{"title":"run.py <span style='color:#111;'> 9.12KB </span>","children":null,"spread":false},{"title":"requirements.txt <span style='color:#111;'> 95B </span>","children":null,"spread":false},{"title":"models","children":[{"title":"MTSMixer.py <span style='color:#111;'> 3.52KB </span>","children":null,"spread":false},{"title":"DLinear.py <span style='color:#111;'> 3.58KB </span>","children":null,"spread":false},{"title":"MTSAttn.py <span style='color:#111;'> 2.03KB </span>","children":null,"spread":false},{"title":"Transformer.py <span style='color:#111;'> 2.43KB </span>","children":null,"spread":false},{"title":"SCINet.py <span style='color:#111;'> 4.02KB </span>","children":null,"spread":false},{"title":"Transformer_lite.py <span style='color:#111;'> 2.21KB </span>","children":null,"spread":false},{"title":"MTSD.py <span style='color:#111;'> 1.83KB </span>","children":null,"spread":false},{"title":"MTSMatrix.py <span style='color:#111;'> 2.17KB </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"MTSMixer.cpython-39.pyc <span style='color:#111;'> 4.27KB </span>","children":null,"spread":false},{"title":"DLinear.cpython-39.pyc <span style='color:#111;'> 2.86KB </span>","children":null,"spread":false},{"title":"MTSMatrix.cpython-39.pyc <span style='color:#111;'> 3.08KB </span>","children":null,"spread":false},{"title":"Transformer.cpython-39.pyc <span style='color:#111;'> 1.92KB </span>","children":null,"spread":false},{"title":"MTSD.cpython-39.pyc <span style='color:#111;'> 2.32KB </span>","children":null,"spread":false},{"title":"FNet.cpython-39.pyc <span style='color:#111;'> 2.09KB </span>","children":null,"spread":false},{"title":"Transformer_lite.cpython-39.pyc <span style='color:#111;'> 2.68KB </span>","children":null,"spread":false},{"title":"MTSAttn.cpython-39.pyc <span style='color:#111;'> 2.59KB </span>","children":null,"spread":false},{"title":"SCINet.cpython-39.pyc <span style='color:#111;'> 3.48KB </span>","children":null,"spread":false}],"spread":false},{"title":"FNet.py <span style='color:#111;'> 1.54KB </span>","children":null,"spread":false}],"spread":true},{"title":"checkpoints","children":[{"title":"Transformer_sum14_ftMS_sl128_ll64_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"checkpoint.pth <span style='color:#111;'> 28.16MB </span>","children":null,"spread":false}],"spread":true},{"title":"Transformer_sum14_ftMS_sl64_ll32_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"checkpoint.pth <span style='color:#111;'> 28.18MB </span>","children":null,"spread":false}],"spread":true}],"spread":true},{"title":".gitignore <span style='color:#111;'> 31B </span>","children":null,"spread":false},{"title":"data_provider","children":[{"title":"__init__.py <span style='color:#111;'> 1B </span>","children":null,"spread":false},{"title":"data_loader.py <span style='color:#111;'> 14.83KB </span>","children":null,"spread":false},{"title":"__pycache__","children":[{"title":"__init__.cpython-39.pyc <span style='color:#111;'> 160B </span>","children":null,"spread":false},{"title":"data_loader.cpython-39.pyc <span style='color:#111;'> 11.32KB </span>","children":null,"spread":false},{"title":"data_factory.cpython-39.pyc <span style='color:#111;'> 1.12KB </span>","children":null,"spread":false}],"spread":false},{"title":"data_factory.py <span style='color:#111;'> 1.42KB </span>","children":null,"spread":false}],"spread":true},{"title":"results","children":[{"title":"Transformer_sum14_ftM_sl64_ll32_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"real_prediction.npy <span style='color:#111;'> 144B </span>","children":null,"spread":false}],"spread":true},{"title":"Transformer_sum_ftM_sl126_ll48_pl1_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"real_prediction.npy <span style='color:#111;'> 156B </span>","children":null,"spread":false}],"spread":false},{"title":"Transformer_sum_ftM_sl126_ll48_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"real_prediction.npy <span style='color:#111;'> 144B </span>","children":null,"spread":false}],"spread":false},{"title":"Transformer_sum14_ftM_sl126_ll48_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"real_prediction.npy <span style='color:#111;'> 144B </span>","children":null,"spread":false}],"spread":false},{"title":"Transformer_sum14_ftMS_sl128_ll64_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"real_prediction.npy <span style='color:#111;'> 144B </span>","children":null,"spread":false}],"spread":false},{"title":"Transformer_sum14_ftMS_sl64_ll32_pl4_dm512_nh1_el2_dl1_df2048_fc1_ebtimeF_0","children":[{"title":"real_prediction.npy <span style='color:#111;'> 144B </span>","children":null,"spread":false}],"spread":false}],"spread":true},{"title":"tranform.py <span style='color:#111;'> 166B </span>","children":null,"spread":false},{"title":"README.md <span style='color:#111;'> 5.01KB </span>","children":null,"spread":false},{"title":"script.md <span style='color:#111;'> 4.77KB </span>","children":null,"spread":false}],"spread":true}]
评论信息
其他资源
- 布谷鸟算法Java实现源码
- android-studio-ide-201.6953283-windows.zip
- libxls-1.4.0.zip
- windows下的bsdiff
- 仿IOS手机通讯录效果
- Quartus_II官方教程-中文版
- Android串口通信:串口读写
- RS232完整Verilog代码
- 计算机考研模拟八套卷
- 部编语文三上PPT课件 27 手术台就是阵地4.ppt
- Unity面试.txt
- ILI9225C_DS_V0.4.pdf
- Linux嵌入式应用层和内核层数据传输modules_file_operations
- nim-osutil：Nim的OS Utils，用于OS的简单微小但有用的proc-源码
- Nginx 是一款面向性能设计的 HTTP 服务器
- MySQL5.7安装与配置详细教程
- 菜鸟5小时速成FPGA_PCIE设计高手教程
- 西门子PLC介绍
- PMP挣值分析法
- 51单片机开发入门与典型实例(第2版)
- livewires以及pygame
- 使用讯飞测评的demo
免责申明
【只为小站】的资源来自网友分享，仅供学习研究，请务必在下载后24小时内给予删除，不得用于其他任何用途，否则后果自负。基于互联网的特殊性，【只为小站】 无法对用户传输的作品、信息、内容的权属或合法性、合规性、真实性、科学性、完整权、有效性等进行实质审查；无论 【只为小站】 经营者是否已进行审查，用户均应自行承担因其传输的作品、信息、内容而可能或已经产生的侵权或权属纠纷等法律责任。
本站所有资源不代表本站的观点或立场，基于网友分享，根据中国法律《信息网络传播权保护条例》第二十二条之规定，若资源存在侵权或相关问题请联系本站客服人员，zhiweidada#qq.com，请把#换成@，本站将给予最大的支持与配合，做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明
本站所有资源不代表本站的观点或立场，基于网友分享，根据中国法律《信息网络传播权保护条例》第二十二条之规定，若资源存在侵权或相关问题请联系本站客服人员，zhiweidada#qq.com，请把#换成@，本站将给予最大的支持与配合，做到及时反馈和处理。关于更多版权及免责申明参见 版权及免责申明