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Practical code samples for data cleaning, preprocessing and algorithm implementation.

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ResNet Residual Network Implementation

神经网络模型

A ResNet implementation with skip connections to solve vanishing gradients in deep networks.

views 1752024-09-03

Classic VGG16 Convolutional Neural Network Model Code

神经网络模型

A clean VGG16 implementation in PyTorch for image classification, with CIFAR-10 as the example dataset.

views 1412024-09-03

AlexNet Neural Network Basic Architecture Implementation

神经网络模型

An AlexNet implementation in PyTorch for large-scale image classification.

views 1362024-09-03

DenseNet Dense Convolutional Network Implementation

神经网络模型

A DenseNet implementation featuring dense connectivity between layers for better feature reuse.

views 1332024-09-03

LeNet Neural Network Basic Architecture Code

神经网络模型

A simplified LeNet implementation for handwritten digit recognition on MNIST.

views 1302024-09-03