Neural Network

Neural Network

github地址

Neural Network项目是以学习、交流神经网络基础知识为目的的开源项目。该项目结合了《Neural Network and Deep Learning》《动手学深度学习》《Deedp Learning》等书籍或教程所讲的知识和源代码，加上作者在此基础上根据理解和经验做出的一点丰富和注释，将神经网络的基础知识做了一个直观展示和讨论。
本项目内容涵盖MLP、CNN、RNN、计算机视觉、transformer、bert等神经网络的演进框架，包括各个框架的基础实现和应用示例。

Table of Contents

1. MLP

• dropout_pytorch.ipynb

• fashion_mnist_pytorch.ipynb

• fitting_pytorch.ipynb

• gpu_pytorch.ipynb

• initnet_pytorch.ipynb

• mnist_cross-entropy.ipynb

• mnist_pytorch.ipynb

• mnist_sigmoid.ipynb

• mnist_tensorflow.ipynb

• parameter_pytorch.ipynb

• weight_decay_pytorch.ipynb

2. CNN

• AlexNet.ipynb

• BN.ipynb

• CNN-Explainer.html

• cnn.ipynb

• DenseNet.ipynb

• GoogLeNet.ipynb

• imgaug.html

• LeNet.ipynb

• NiN.ipynb

• ResNet.ipynb

• VGG.ipynb

3. RNN

• dataset.ipynb

• GRU.ipynb

• LSTM,.ipynb

• RNN_pytorch.ipynb

• RNN.ipynb

• seq.ipynb

• text.ipynb

• transfer.ipynb

4. computer_vision

• anchor_box.ipynb

• FCN.ipynb

• fine_tuning.ipynb

• image_ augmentation.ipynb

• object_recognition.ipynb

• style_transfer.ipynb

5. transformers

• bertviz.ipynb

• GloVe.ipynb

• natural_language_inference_attention.ipynb

• natural_language_inference_bert.ipynb

• natural_language_inference_SNLI.ipynb

• pretrain_bert_datasets.ipynb

• pretrain_bert.ipynb

• sentiment_analysis_BiRNN.ipynb

• sentiment_analysis_CNN.ipynb

• sentiment_analysis_datasets.ipynb

• transformer.ipynb

• word2vec.ipynb

6. tools

• tool_pytorch_017.py

Getting Started

$ git clone https://github.com/Vincent-Yu-83/neural_network.git
$ pip install jupyterlab
$ pip install ipykernel
$ pip install pytorch

Dependencies

• Python 3.8

• PyTorch 2.2.2