pyTorch api

应用

pytorch FC_regression
pytorch FC_classification
pytorch RNN_regression
pytorch LSTM_regression

pytorch 回归预测(时间序列)

tensor

pytorch 数据类型
torch.tensor|torch.zeros|torch.ones|torch.arange|torch.linspace|torch.eye|torch.empty|torch.full|torch.rand|torch.randint|torch.randn|torch.normal|torch.triu
from_numpy
torch.reshape|torch.Tensor.view|torch.transpose|torch.unsqueeze|torch.squeeze|torch.narrow|torch.stack
autograd|autograd functions|tensor.detach|tensor.backward|pytorch tensor 梯度

pytorch torch.utils.data.TensorDataset

数据预处理

torchvison.datasets|torchvison.datasets.ImageFolder
torchvision.transforms|CenterCrop|Resize|ToTensor|Normalize|Compose
torchtext
Torchtext 教程
pytorch Vocab
torchtext 各种数据集加载
torchtext
A Comprehensive Introduction to Torchtext
Language modeling tutorial in torchtext
pytorch torchtext
toxic comment classification 数据集
pytorch torchtext.data.Field
spacy model

网络构造

1)模型
torch.nn.Module|nn.Module.parameters|nn.Module.zero_grad
2)卷积
nn.Conv1d|nn.Conv2d|pytorch 卷积
nn.AvgPool2d|nn.MaxPool2d|nn.AdaptiveMaxPool2d|pytorch 池化
nn.ZeroPad2d
3)序列
torch.nn.Embedding
torch.nn.RNN|torch.nn.LSTM
torch.nn.TransformerEncoder|torch.nn.TransformerEncoderLayer|torch.nn.Module.register_buffer
3)全连接
pytorch nn.Linear
4)activation layer
pytorch nn.ReLU|nn.Sigmoid|nn.Tanh
5)output layer
nn.Softmax
6)其他
nn.Dropout|nn.BatchNorm1d|nn.LayerNorm

损失

nn.MSELoss
nn.CrossEntropyLoss
nn.LogSoftmax
nn.NLLLoss
pytorch torch.nn.L1Loss
pytorch torch.nn.MSELoss

优化

torch.optim.Optimizer
torch.optim.SGD

其他

pytorch ILSVRC
pytorch hub
pytorch GPU
pytorch torch.utils.data.Dataset
pytorch utils.data.DataLoader
pytorch utils.model_zoo

教程

pytorch 迁移学习

• 官方教程
  WHAT IS PYTORCH
  pytorch AUTOGRAD
  pytorch Tensor
  neural_networks_tutorial
  LEARNING PYTORCH WITH EXAMPLES
  pytorch WHAT IS TORCH.NN REALLY?
  TORCHVISION MODELS
  pytorch transformers

• pytorch-tutorial
  01-basics pytorch_basics1
  01-basics pytorch_basics2
  01-basics linear_regression
  01-basics logistic_regression
  01-basics feedforward_neural_network

• 图像
  pytorch Alexnet
  pytorch VGG
  pytorch Resnet
  pytorch 图像增强

• 序列
  seq2seq
  google bert
  pytorch ner
  文本相似度算法

transform

transformer
transformers task_summary
transformers training
transformers Preprocessing data
transformers Tokenizer
transformers tokenizer_summary
transformers bert
transformers pretrained
transformers PreTrainedTokenizer
transformers BertModel
transformers model inputs
BERT fine-tuning的中文标题分类
named-entity-recognition-with-bert
Tokenizers: How machines read

API

docker pytorch
Latex 矩阵
Latex 导数相关符号

BiLSTM-CRF
torch.nn与torch.nn.functional
pytorch torch.nn.Sequential(*args: Any)
BiLSTM

pytorch fineturnning