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Title: GitHub - tinyzqh/Algorithms_Note: 算法工程师技术栈学习笔记

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Description: 算法工程师技术栈学习笔记. Contribute to tinyzqh/Algorithms_Note development by creating an account on GitHub.

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PyTorch教程3-DataSet与DataLoaders源码解析	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/06-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A1%86%E6%9E%B6/PyTorch%E6%95%99%E7%A8%8B3-DataSet%E4%B8%8EDataLoaders%E6%BA%90%E7%A0%81%E8%A7%A3%E6%9E%90.ipynb
PyTorch教程4-神经网络基础功能模块	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/06-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A1%86%E6%9E%B6/PyTorch%E6%95%99%E7%A8%8B4-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%9F%BA%E7%A1%80%E5%8A%9F%E8%83%BD%E6%A8%A1%E5%9D%97.ipynb
PyTorch教程5-nn.Module类的源码讲解	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/06-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A1%86%E6%9E%B6/PyTorch%E6%95%99%E7%A8%8B5-nn.Module%E7%B1%BB%E7%9A%84%E6%BA%90%E7%A0%81%E8%AE%B2%E8%A7%A3.ipynb
PyTorch教程6-自动微分以及autograd的使用.ipynb	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/06-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A1%86%E6%9E%B6/PyTorch%E6%95%99%E7%A8%8B6-%E8%87%AA%E5%8A%A8%E5%BE%AE%E5%88%86%E4%BB%A5%E5%8F%8Aautograd%E7%9A%84%E4%BD%BF%E7%94%A8.ipynb
PyTorch教程7-神经网络整体训练流程	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/06-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A1%86%E6%9E%B6/PyTorch%E6%95%99%E7%A8%8B7-%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%95%B4%E4%BD%93%E8%AE%AD%E7%BB%83%E6%B5%81%E7%A8%8B.ipynb
PyTorch教程8-保存与加载PyTorch训练模型和超参数	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/06-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%A1%86%E6%9E%B6/PyTorch%E6%95%99%E7%A8%8B8-%E4%BF%9D%E5%AD%98%E4%B8%8E%E5%8A%A0%E8%BD%BDPyTorch%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B%E5%92%8C%E8%B6%85%E5%8F%82%E6%95%B0.ipynb
07-深度学习	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#07-深度学习
01-深度学习基础	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/01-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%9F%BA%E7%A1%80
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#01-深度学习基础
02-卷积神经网络	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/02-%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#02-卷积神经网络
01-卷积网络代码级原理理解	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/02-%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/01-%E5%8D%B7%E7%A7%AF%E7%BD%91%E7%BB%9C%E4%BB%A3%E7%A0%81%E7%BA%A7%E5%8E%9F%E7%90%86%E7%90%86%E8%A7%A3.ipynb
02-卷积操作在PyTorch中实现与使用	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/02-%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/02-%E5%8D%B7%E7%A7%AF%E6%93%8D%E4%BD%9C%E5%9C%A8PyTorch%E4%B8%AD%E5%AE%9E%E7%8E%B0%E4%B8%8E%E4%BD%BF%E7%94%A8.ipynb
03-卷积算子融合	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/02-%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/03-%E5%8D%B7%E7%A7%AF%E7%AE%97%E5%AD%90%E8%9E%8D%E5%90%88.ipynb
03-循环神经网络	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/03-%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#03-循环神经网络
01-序列模型、语言模型	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/03-%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/01-%E5%BA%8F%E5%88%97%E6%A8%A1%E5%9E%8B%E3%80%81%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B.ipynb
02-RNN原理与Numpy实现	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/03-%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/02-RNN%E5%8E%9F%E7%90%86%E4%B8%8ENumpy%E5%AE%9E%E7%8E%B0.ipynb
03-LSTM原理与Numpy实现	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/03-%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/03-LSTM%E5%8E%9F%E7%90%86%E4%B8%8ENumpy%E5%AE%9E%E7%8E%B0.ipynb
04-GRU原理与Numpy实现	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/03-%E5%BE%AA%E7%8E%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C/04-GRU%E5%8E%9F%E7%90%86%E4%B8%8ENumpy%E5%AE%9E%E7%8E%B0.ipynb
04-Transformer	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/04-Transformer
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#04-transformer
01-Transformer-API详解	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/04-Transformer/01-Transformer-API%E8%AF%A6%E8%A7%A3.ipynb
02-Attention机制	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/04-Transformer/02-Attention%E6%9C%BA%E5%88%B6.ipynb
03-Transformer全流程代码	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/04-Transformer/03-Transformer%E5%85%A8%E6%B5%81%E7%A8%8B%E4%BB%A3%E7%A0%81.ipynb
05-图网络	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/05-%E5%9B%BE%E7%BD%91%E7%BB%9C
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#05-图网络
06-生成对抗学习	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/06-%E7%94%9F%E6%88%90%E5%AF%B9%E6%8A%97%E5%AD%A6%E4%B9%A0
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#06-生成对抗学习
07-多任务学习	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/07-%E5%A4%9A%E4%BB%BB%E5%8A%A1%E5%AD%A6%E4%B9%A0
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#07-多任务学习
08-少样本学习	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/07-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0/08-%E5%B0%91%E6%A0%B7%E6%9C%AC%E5%AD%A6%E4%B9%A0
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#08-少样本学习
08-自然语言处理	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/08-%E8%87%AA%E7%84%B6%E8%AF%AD%E8%A8%80%E5%A4%84%E7%90%86
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#08-自然语言处理
09-推荐系统	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/09-%E6%8E%A8%E8%8D%90%E7%B3%BB%E7%BB%9F
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#09-推荐系统
10-语音处理	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/10-%E8%AF%AD%E9%9F%B3%E5%A4%84%E7%90%86
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#10-语音处理
11-强化学习	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/11-%E5%BC%BA%E5%8C%96%E5%AD%A6%E4%B9%A0
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#11-强化学习
12-组合优化	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/12-%E7%BB%84%E5%90%88%E4%BC%98%E5%8C%96
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#12-组合优化
遗传算法求解TSP问题	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/12-%E7%BB%84%E5%90%88%E4%BC%98%E5%8C%96/%E9%81%97%E4%BC%A0%E7%AE%97%E6%B3%95%E6%B1%82%E8%A7%A3TSP%E9%97%AE%E9%A2%98.ipynb
分支定界	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/12-%E7%BB%84%E5%90%88%E4%BC%98%E5%8C%96/%E5%88%86%E6%94%AF%E5%AE%9A%E7%95%8C.ipynb
13-机器视觉	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/13-%E6%9C%BA%E5%99%A8%E8%A7%86%E8%A7%89
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#13-机器视觉
14-深度视觉	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/14-%E6%B7%B1%E5%BA%A6%E8%A7%86%E8%A7%89
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#14-深度视觉
15-迁移学习	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/15-%E8%BF%81%E7%A7%BB%E5%AD%A6%E4%B9%A0
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#15-迁移学习
16-联邦学习	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/16-%E8%81%94%E9%82%A6%E5%AD%A6%E4%B9%A0
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#16-联邦学习
17-机器博弈	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note/blob/main/17-%E6%9C%BA%E5%99%A8%E5%8D%9A%E5%BC%88
	https://patch-diff.githubusercontent.com/tinyzqh/Algorithms_Note#17-机器博弈
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