Chinese translation - Atcold/pytorch-Deep-Learning Wiki

Workload distribution

File name Translator Start date Publish date Reviewers
README.md jiqihumanR [x] Mingyang
index.md Mingyang [x]
01.md Mingyang [x] jiqihumanR
01-1.md lejinghu, Mingyang [x] zhounan
01-2.md jiqihumanR [x] lejinghu
01-3.md titusjgr [x] Lin
lecture01.sbv
practicum01.sbv
02.md Matt [x] Yusu
02-1.md eric [x] Mingyang
02-2.md titusjgr [x] Shengkun Tang
02-3.md titusjgr [x] Shengkun Tang
lecture02.sbv
practicum02.sbv
03.md jiqihumanR [x] Mingyang
03-1.md jiqihumanR [x] Mingyang
03-2.md Mingyang [x]
03-3.md Matt [x] Mingyang
lecture03.sbv
practicum03.sbv
04.md jiqihumanR [x]
04-1.md jiqihumanR [x]
practicum04.sbv
05.md Shengkun Tang [x]
05-1.md Shengkun Tang [x]
05-2.md Harry Yang [x]
05-3.md titusjgr 2020-04-04 2020-04-13
lecture05.sbv
practicum05.sbv
06.md jiqihumanR 2020-04-17 [x]
06-1.md jiqihumanR 2020-04-17
06-2.md Jonathan Sum 2020-06-10 2020-06-20
06-3.md Elizabeth Zhao 2020-06-11 2020-06-18
07.md Jonathan Sum 2020-06-10 2020-06-11
07-1.md jiqihumanR 2020-04-17
07-2.md Jonathan Sum 2020-06-10 2020-06-19
07-3.md Jonathan Sum 2020-06-10 2020-06-20
08.md Jonathan Sum 2020-06-10 2020-06-15
08-1.md Jonathan Sum 2020-06-10 2020-06-15
08-2.md Jonathan Sum 2020-06-10 2020-06-15
08-3.md Elizabeth Zhao 2020-06-20 2020-06-23
09.md Teresa Huang
09-1.md Teresa Huang
09-2.md Zeping Zhan
09-3.md Jonathan Sum 2020-06-10 2020-06-15
10-1.md Jonathan Sum 2020-06-20 2020-06-27
10.md Elizabeth Zhao 2020-06-29 2020-06-29
10-1.md Jonathan Sum 2020-06-20 2020-06-27
10-2.md Elizabeth Zhao 2020-07-03
10-3.md Elizabeth Zhao 2020-06-25 2020-07-02
11.md titusjgr 2020-09-03 2020-09-04
11-1.md Jonathan Sum 2020-07-01 2020-07-06
11-2.md Che Wang 2020-09-18
11-3.md Jonathan Sum 2020-07-05 2020-07-10
12.md Jonathan Sum 2020-09-02 2020-09-04
12-1.md eric 2020-06-27
12-2.md Shengkun Tang 2020-07-16
12-3.md Shengkun Tang 2020-08-30
13.md Shengkun Tang 2020-09-03
13-1.md Yusu
13-2.md Jonathan Sum 2020-09-04 2020-09-16
13-3.md Jonathan Sum 2020-09-16 2020-09-17
14.md Jonathan Sum 2020-09-03 2020-09-04
14-1.md titusjgr 2020-09-18
14-2.md Yang Zhou 2021-01-31 2021-01-31
14-3.md Yang Zhou 2021-02-03 2021-02-03
15.md Yang Zhou 2021-02-04 2021-02-04
15-1.md Yang Zhou 2021-02-04 2021-02-04
15-2.md Yang Zhou 2021-02-04 2021-02-05

Terminology conventions

Terms

Term Targeted Chinese
activation 激活值
activation function 激活函数
activation-selective neuron 选择性激活神经元
actor critic 演员-评判家
affine transformation 仿射变换
argument(programming) 实参
(artificial) neural network (人工)神经网络
attention 注意力机制
autonomous vehicles 自动驾驶(技术)
back propagation 反向传播(算法)
batch 批次
batch normalization 批量归一化
batch size 批次大小
bias 偏置
chain rule 链式法则
combinational logic 组合电路
contrast normalization 对比度归一化
contrastive learning 对比学习
convergence 收敛
convolution 卷积
cost function 代价函数
cybernetic 控制论
deep-learning 深度学习
digital electronics 数字电路
discriminative model 判别模型
distortion 畸变
divergence 发散
embedding 嵌入
Energy-Based Models 能量基础模型
Energy-Based Factor Graph 能量基础因素图形
ensemble 集成
epoch 周期
explicit 显性的
flip-flop 触发器
forward algorithm 前向式算法
forward pass 前向传播
fully connected layer 全连接层
generative model 生成模型
gradient descent 梯度下降(算法)
Graph Transformer Networks, GTNs 图形式变压器网路
hierarchical representation 层次结构
hypernetwork 超网络
image classification 图像分类
image segmentation 图像分割
implicit 隐性的
inductive bias 归纳偏置
inference 推断
Jacobian matrix 雅可比矩阵
lane tracking 车道跟踪
latent space 隐空间
latent variable 隐变量
learning rate 学习率
logistic regression 逻辑回归
loss function 损失函数
Nash equilibrium 纳什均衡
nearest neighbor 近邻算法
object detection 目标检测
parameters(programming) 形参
pattern recognition 模式识别
penalty term 惩罚因子
pooling 池化(下采样)
receptive field 感受野
reflection 反射
regularization 正则化
rotation 旋转
scalar 标量
scaling 缩放
self-supervised learning 自监督学习
semantic segmentation 语义分割
sequential data 序列数据
sequential logic 时序逻辑电路
sequential model 序列模型
shearing 错切
stochastic gradient descent 随机梯度下降法
supervised learning 监督学习
TDNN 时延神经网络
tensor 张量
translation 平移
trajectory 轨迹
unsupervised learning 无监督学习
vanilla 基础型
visual cortex 视觉皮层
weight 权重
weight decay 权重衰减
weighted sum 加权和

Names of people

Term Targeted Chinese
Kunihiko Fukishima 福岛邦彦

Do not translate

Term Explanation
ClusterFit ClusterFit
CNN Convolutional Neural Network 卷积网络
dropout dropout
GAN generative adversarial networks 生成对抗网络
GPU GPU
Jupyter Notebook An open-source live document
one-hot one-hot
pretext task Did not find a formal translation
PyTorch PyTorch
ReLU Rectified linear unit 修正线性单元
Transformer Transformer
VAE Variational Auto-Encoder 变分自编码器
Vanilla NN Vanilla Neural Network ("vanilla" means "plain")