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Title: GitHub - Dreamakerr/Deep-Learning: 跟着李沐老师动手学习深度学习

Open Graph Title: GitHub - Dreamakerr/Deep-Learning: 跟着李沐老师动手学习深度学习

X Title: GitHub - Dreamakerr/Deep-Learning: 跟着李沐老师动手学习深度学习

Description: 跟着李沐老师动手学习深度学习. Contribute to Dreamakerr/Deep-Learning development by creating an account on GitHub.

Open Graph Description: 跟着李沐老师动手学习深度学习. Contribute to Dreamakerr/Deep-Learning development by creating an account on GitHub.

X Description: 跟着李沐老师动手学习深度学习. Contribute to Dreamakerr/Deep-Learning development by creating an account on GitHub.

Opengraph URL: https://github.com/Dreamakerr/Deep-Learning

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https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#deep-learning
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#ch3线性回归模型
3.1 线性回归的从零开始实现https://github.com/Dreamakerr/Deep-learning/blob/main/ch3/01_linear-regression-scratch.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#31-线性回归的从零开始实现
3.2 线性回归的简洁实现https://github.com/Dreamakerr/Deep-learning/blob/main/ch3/02_linear-regression-concise.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#32-线性回归的简洁实现
3.3 图像分类数据集https://github.com/Dreamakerr/Deep-learning/blob/main/ch3/03_image-classification-dataset.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#33-图像分类数据集
3.4 Softmax回归的从零开始实现https://github.com/Dreamakerr/Deep-learning/blob/main/ch3/04_softmax-regression-scratch.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#34-softmax回归的从零开始实现
3.5 Softmax回归的简洁实现https://github.com/Dreamakerr/Deep-learning/blob/main/ch3/05_softmax-regression-concise.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#35-softmax回归的简洁实现
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#ch4多层感知机
4.1 mlp多层感知机https://github.com/Dreamakerr/Deep-Learning/blob/main/ch4/01_mlp.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#41-mlp多层感知机
4.2 多层感知机的从零开始实现https://github.com/Dreamakerr/Deep-Learning/blob/main/ch4/02_mlp-scratch.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#42-多层感知机的从零开始实现
4.3 多层感知机的简洁实现https://github.com/Dreamakerr/Deep-Learning/blob/main/ch4/03_mlp-concise.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#43-多层感知机的简洁实现
4.4 欠拟合、过拟合https://github.com/Dreamakerr/Deep-Learning/blob/main/ch4/04_underfit-overfit.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#44-欠拟合过拟合
4.5 权重衰减https://github.com/Dreamakerr/Deep-Learning/blob/main/ch4/05_weight-decay.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#45-权重衰减
4.6 衰退法https://github.com/Dreamakerr/Deep-Learning/blob/main/ch4/06_dropout.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#46-衰退法
4.7 数据稳定性和模型初始化https://github.com/Dreamakerr/Deep-Learning/blob/main/ch4/07_numerical-stability-and-init.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#47-数据稳定性和模型初始化
4.8 kaggle房价预测https://github.com/Dreamakerr/Deep-Learning/blob/main/ch4/08_kaggle-house-price.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#48-kaggle房价预测
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#ch5深度学习计算
5.1 层和块https://github.com/Dreamakerr/Deep-Learning/blob/main/ch5/5.1%20model-construction.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#51-层和块
5.2 参数管理https://github.com/Dreamakerr/Deep-Learning/blob/main/ch5/5.2%20parameters.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#52-参数管理
5.3 延后初始化https://github.com/Dreamakerr/Deep-Learning/blob/main/ch5/5.3%20deferred-init.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#53-延后初始化
5.4 自定义层https://github.com/Dreamakerr/Deep-Learning/blob/main/ch5/5.4%20custom-layer.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#54-自定义层
5.5 读和写https://github.com/Dreamakerr/Deep-Learning/blob/main/ch5/5.5%20read-write.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#55-读和写
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#ch6卷积神经网络
6.1 卷积层https://github.com/Dreamakerr/Deep-Learning/blob/main/ch6/6.1%20conv-layer.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#61-卷积层
6.2 填充和步幅https://github.com/Dreamakerr/Deep-Learning/blob/main/ch6/6.2%20padding-and-strides.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#62-填充和步幅
6.3 多输入输出通道https://github.com/Dreamakerr/Deep-Learning/blob/main/ch6/6.3%20channels.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#63-多输入输出通道
6.4 池化层https://github.com/Dreamakerr/Deep-Learning/blob/main/ch6/6.4%20pooling.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#64-池化层
6.5 卷积神经网络LeNethttps://github.com/Dreamakerr/Deep-Learning/blob/main/ch6/6.5%20LeNet.py
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#65-卷积神经网络lenet
https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#ch7现代卷积神经网络
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https://patch-diff.githubusercontent.com/Dreamakerr/Deep-Learning#71-alexnet
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