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Letter A

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英文/缩写 汉语 来源&扩展
Activation Function 激活函数 [1] / [2]
Accumulated error backpropagation 累积误差逆传播 [1]
Adaptive Resonance Theory/ART 自适应谐振理论 [1]
Addictive model 加性学习 [1]
Adversarial Networks 对抗网络 [1]
Affine Layer 仿射层 [1]
Affinity matrix 亲和矩阵 [1]
Agent 智能体 [1] / [2] / [3] / [4]
Algorithm 算法 [1] / [2] / [3]
Alpha-beta pruning α-β剪枝 [1]
Anomaly detection 异常检测 [1]
Approximation 近似 [1]
Area Under ROC Curve／AUC Roc 曲线下面积 [1]
Artificial General Intelligence/AGI 通用人工智能 [1]
Artificial Intelligence/AI 人工智能 [1] / [2] / [3]
Association analysis 关联分析 [1]
Attention mechanism 注意力机制 [1] / [2] / [3]
Attribute conditional independence assumption 属性条件独立性假设 [1]
Attribute space 属性空间 [1]
Attribute value 属性值 [1]
Autoencoder 自编码器 [1]
Automatic speech recognition/ASR 自动语音识别 [1]
Automatic summarization 自动摘要 [1]
Average gradient 平均梯度 [1]
Average-Pooling 平均池化 [1]

Letter B

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英文/缩写 汉语 来源&扩展
Backpropagation/BP 反向传播 [1]
Backpropagation Through Time 通过时间的反向传播 [1]
Base learner 基学习器 [1]
Base learning algorithm 基学习算法 [1]
Batch Normalization/BN 批量归一化 [1]
Bayes decision rule 贝叶斯判定准则 [1]
Bayes Model Averaging／BMA 贝叶斯模型平均 [1]
Bayes optimal classifier 贝叶斯最优分类器 [1]
Bayesian decision theory 贝叶斯决策论 [1]
Bayes decision rule 贝叶斯判定准则 [1]
Bayes Model Averaging／BMA 贝叶斯模型平均 [1]
Bayes optimal classifier 贝叶斯最优分类器 [1]
Bayesian decision theory 贝叶斯决策论 [1]
Bayesian network 贝叶斯网络 [1]
Between-class scatter matrix 类间散度矩阵 [1]
Bias 偏置 / 偏差 [1]
Bias-variance decomposition 偏差-方差分解 [1]
Bias-Variance Dilemma 偏差 - 方差困境 [1]
Bi-directional Long-Short Term Memory/Bi-LSTM 双向长短期记忆 [1]
Binary classification 二分类 [1]
Binomial test 二项检验 [1]
Bi-partition 二分法 [1]
Boltzmann machine 玻尔兹曼机 [1]
Bootstrap sampling 自助采样法／可重复采样／有放回采样 [1]
Bootstrapping 自助法 [1]
Break-Event Point／BEP 平衡点 [1]

Letter C

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英文/缩写 汉语 来源&扩展
Calibration 校准 [1]
Cascade-Correlation 级联相关 [1]
Categorical attribute 离散属性 [1]
Class-conditional probability 类条件概率 [1]
Classification and regression tree/CART 分类与回归树 [1]
Classifier 分类器 [1]
Class-imbalance 类别不平衡 [1]
Closed-form 闭式 [1]
Cluster 簇/类/集群 [1]
Cluster analysis 聚类分析 [1]
Clustering 聚类 [1]
Clustering ensemble 聚类集成 [1]
Co-adapting 共适应 [1]
Coding matrix 编码矩阵 [1]
COLT 国际学习理论会议 [1]
Committee-based learning 基于委员会的学习 [1]
Competitive learning 竞争型学习 [1]
Component learner 组件学习器 [1]
Comprehensibility 可解释性 [1]
Computation Cost 计算成本 [1]
Computational Linguistics 计算语言学 [1]
Computer vision 计算机视觉 [1]
Concept drift 概念漂移 [1]
Concept Learning System /CLS 概念学习系统 [1]
Conditional entropy 条件熵 [1]
Conditional mutual information 条件互信息 [1]
Conditional Probability Table／CPT 条件概率表 [1]
Conditional random field/CRF 条件随机场 [1]
Conditional risk 条件风险 [1]
Confidence 置信度 [1]
Confusion matrix 混淆矩阵 [1]
Connection weight 连接权 [1]
Connectionism 连结主义 [1]
Consistency 一致性／相合性 [1]
Contingency table 列联表 [1]
Continuous attribute 连续属性 [1]
Convergence 收敛 [1]
Conversational agent 会话智能体 [1]
Convex quadratic programming 凸二次规划 [1]
Convexity 凸性 [1]
Convolutional neural network/CNN 卷积神经网络 [1]
Co-occurrence 同现 [1]
Correlation coefficient 相关系数 [1]
Cosine similarity 余弦相似度 [1]
Cost curve 成本曲线 [1]
Cost Function 成本函数 [1]
Cost matrix 成本矩阵 [1]
Cost-sensitive 成本敏感 [1]
Cross entropy 交叉熵 [1]
Cross validation 交叉验证 [1]
Crowdsourcing 众包 [1]
Curse of dimensionality 维度灾难 [1]
Cut point 截断点 [1]
Cutting plane algorithm 割平面法 [1]

Letter D

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英文/缩写 汉语 来源&扩展
Data mining 数据挖掘 [1]
Data set 数据集 [1]
Decision Boundary 决策边界 [1]
Decision stump 决策树桩 [1]
Decision tree 决策树／判定树 [1]
Deduction 演绎 [1]
Deep Belief Network 深度信念网络 [1]
Deep Convolutional Generative Adversarial Network/DCGAN 深度卷积生成对抗网络 [1]
Deep learning 深度学习 [1]
Deep neural network/DNN 深度神经网络 [1]
Deep Q-Learning 深度 Q 学习 [1]
Deep Q-Network 深度 Q 网络 [1]
Density estimation 密度估计 [1]
Density-based clustering 密度聚类 [1]
Differentiable neural computer 可微分神经计算机 [1]
Dimensionality reduction algorithm 降维算法 [1]
Directed edge 有向边 [1]
Disagreement measure 不合度量 [1]
Discriminative model 判别模型 [1]
Discriminator 判别器 [1]
Distance measure 距离度量 [1]
Distance metric learning 距离度量学习 [1]
distance metric learning 距离度量学习 [1]
Distribution 分布 [1]
Divergence 散度 [1]
Diversity measure 多样性度量／差异性度量 [1]
Domain adaption 领域自适应 [1]
Downsampling 下采样 [1]
D-separation /Directed separation 有向分离 [1]
Dual problem 对偶问题 [1]
Dummy node 哑结点 [1]
Dynamic Fusion 动态融合 [1]
Dynamic programming 动态规划 [1]

Letter E

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英文/缩写 汉语 来源&扩展
Eigenvalue decomposition 特征值分解 [1]
Embedding 嵌入 [1]
Emotional analysis 情绪分析 [1]
Empirical conditional entropy 经验条件熵 [1]
Empirical entropy 经验熵 [1]
Empirical error 经验误差 [1]
Empirical risk 经验风险 [1]
End-to-End 端到端 [1]
Energy-based model 基于能量的模型 [1]
Ensemble learning 集成学习 [1]
Ensemble pruning 集成修剪 [1]
Error Correcting Output Codes／ECOC 纠错输出码 [1]
Error rate 错误率 [1]
Error-ambiguity decomposition 误差-分歧分解 [1]
Euclidean distance 欧氏距离 [1]
Evolutionary computation 演化计算 [1]
Expectation-Maximization/EM 期望最大化 [1]
Expected loss 期望损失 [1]
Exploding Gradient Problem 梯度爆炸问题 [1]
Exponential loss function 指数损失函数 [1]
Extreme Learning Machine/ELM 超限学习机 [1]

Letter F

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英文/缩写 汉语 来源&扩展
Factorization 因子分解 [1]
False negative 假负类 [1]
False positive 假正类 [1]
False Positive Rate/FPR 假正例率 [1]
Feature engineering 特征工程 [1]
Feature selection 特征选择 [1]
Feature vector 特征向量 [1]
Featured Learning 特征学习 [1]
Feedforward Neural Networks/FNN 前馈神经网络 [1]
Fine-tuning 微调 [1]
Flipping output 翻转法 [1]
Fluctuation 震荡 [1]
Forward stagewise algorithm 前向分步算法 [1]
Frequentist 频率主义学派 [1]
Full-rank matrix 满秩矩阵 [1]
Functional neuron 功能神经元 [1]

Letter G

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英文/缩写 汉语 来源&扩展
Gain ratio 增益率 [1]
Game theory 博弈论 [1]
Gaussian kernel function 高斯核函数 [1]
Gaussian Mixture Model 高斯混合模型 [1]
General Problem Solving 通用问题求解 [1]
Generalization 泛化 [1]
Generalization error 泛化误差 [1]
Generalization error bound 泛化误差上界 [1]
Generalized Lagrange function 广义拉格朗日函数 [1]
Generalized linear model 广义线性模型 [1]
Generalized Rayleigh quotient 广义瑞利商 [1]
Generative Adversarial Networks/GAN 生成对抗网络 [1]
Generative Model 生成模型 [1]
Generator 生成器 [1]
Genetic Algorithm/GA 遗传算法 [1]
Gibbs sampling 吉布斯采样 [1]
Gini index 基尼指数 [1]
Global minimum 全局最小 [1]
Global Optimization 全局优化 [1]
Gradient boosting tree 梯度提升树 [1]
Gradient Descent 梯度下降 [1]
Graph theory 图论 [1]
Ground-truth 真相／真实 [1]

Letter H

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英文/缩写 汉语 来源&扩展
Hard margin 硬间隔 [1]
Hard voting 硬投票 [1]
Harmonic mean 调和平均 [1]
Hesse matrix 海赛矩阵 [1]
Hidden dynamic model 隐动态模型 [1]
Hidden layer 隐藏层 [1]
Hidden Markov Model/HMM 隐马尔可夫模型 [1]
Hierarchical clustering 层次聚类 [1]
Hilbert space 希尔伯特空间 [1]
Hinge loss function 合页损失函数 [1]
Hold-out 留出法 [1]
Homogeneous 同质 [1]
Hybrid computing 混合计算 [1]
Hyperparameter 超参数 [1]
Hypothesis 假设 [1]
Hypothesis test 假设检验 [1]

Letter I

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英文/缩写 汉语 来源&扩展
ICML 国际机器学习会议 [1]
Improved iterative scaling/IIS 改进的迭代尺度法 [1]
Incremental learning 增量学习 [1]
Independent and identically distributed/i.i.d. 独立同分布 [1]
Independent Component Analysis/ICA 独立成分分析 [1]
Indicator function 指示函数 [1]
Individual learner 个体学习器 [1]
Induction 归纳 [1]
Inductive bias 归纳偏好 [1]
Inductive learning 归纳学习 [1]
Inductive Logic Programming／ILP 归纳逻辑程序设计 [1]
Information entropy 信息熵 [1]
Information gain 信息增益 [1]
Input layer 输入层 [1]
Insensitive loss 不敏感损失 [1]
Inter-cluster similarity 簇间相似度 [1]
International Conference for Machine Learning/ICML 国际机器学习大会 [1]
Intra-cluster similarity 簇内相似度 [1]
Intrinsic value 固有值 [1]
Isometric Mapping/Isomap 等度量映射 [1]
Isotonic regression 等分回归 [1]
Iterative Dichotomiser 迭代二分器 [1]

Letter J

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英文/缩写 汉语 来源&扩展
Jensen-Shannon Divergence/JSD JS 散度 [1]

Letter k

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英文/缩写 汉语 来源&扩展
Kernel method 核方法 [1]
Kernel trick 核技巧 [1]
Kernelized Linear Discriminant Analysis／KLDA 核线性判别分析 [1]
K-fold cross validation k 折交叉验证／k 倍交叉验证 [1]
K-Means Clustering K - 均值聚类 [1]
K-Nearest Neighbours Algorithm/KNN K近邻算法 [1]
Knowledge base 知识库 [1]
Knowledge Representation 知识表征 [1]

Letter L

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英文/缩写 汉语 来源&扩展
Label space 标记空间 [1]
Lagrange duality 拉格朗日对偶性 [1]
Lagrange multiplier 拉格朗日乘子 [1]
Laplace smoothing 拉普拉斯平滑 [1]
Laplacian correction 拉普拉斯修正 [1]
Latent Dirichlet Allocation 隐狄利克雷分布 [1]
Latent semantic analysis 潜在语义分析 [1]
Latent variable 隐变量 [1]
Lazy learning 懒惰学习 [1]
Learner 学习器 [1]
Learning by analogy 类比学习 [1]
Learning rate 学习率 [1]
Learning Vector Quantization/LVQ 学习向量量化 [1]
Least squares regression tree 最小二乘回归树 [1]
Leave-One-Out/LOO 留一法 [1]
Linear Discriminant Analysis／LDA 线性判别 [1]
Linear model 线性模型 [1]
Linear Regression 线性回归 [1]
Link function 联系函数 [1]
Local Markov property 局部马尔可夫性 [1]
Local minimum 局部最小 [1]
Log likelihood 对数似然 [1]
Log odds／logit 对数几率 [1]
Logistic Regression Logistic 回归 [1]
Log-likelihood 对数似然 [1]
Log-linear regression 对数线性回归 [1]
Long-Short Term Memory/LSTM 长短期记忆 [1]
Loss function 损失函数 [1]

Letter M

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英文/缩写 汉语 来源&扩展
Machine translation/MT 机器翻译 [1]
Macron-P 宏查准率 [1]
Macron-R 宏查全率 [1]
Majority voting 绝对多数投票法 [1]
Manifold assumption 流形假设 [1]
Manifold learning 流形学习 [1]
Margin theory 间隔理论 [1]
Marginal distribution 边际分布 [1]
Marginal independence 边际独立性 [1]
Marginalization 边际化 [1]
Markov Chain Monte Carlo/MCMC 马尔可夫链蒙特卡罗方法 [1]
Markov Random Field 马尔可夫随机场 [1]
Maximal clique 最大团 [1]
Maximum Likelihood Estimation/MLE 极大似然估计／极大似然法 [1]
Maximum margin 最大间隔 [1]
Maximum weighted spanning tree 最大带权生成树 [1]
Max-Pooling 最大池化 [1]
Mean squared error 均方误差 [1]
Meta-learner 元学习器 [1]
Metric learning 度量学习 [1]
Micro-P 微查准率 [1]
Micro-R 微查全率 [1]
Minimal Description Length/MDL 最小描述长度 [1]
Minimax game 极小极大博弈 [1]
Misclassification cost 误分类成本 [1]
Mixture of experts 混合专家 [1]
Momentum 动量 [1]
Moral graph 道德图／端正图 [1]
Multi-class classification 多分类 [1]
Multi-document summarization 多文档摘要 [1]
Multi-layer feedforward neural networks 多层前馈神经网络 [1]
Multilayer Perceptron/MLP 多层感知器 [1]
Multimodal learning 多模态学习 [1]
Multiple Dimensional Scaling 多维缩放 [1]
Multiple linear regression 多元线性回归 [1]
Multi-response Linear Regression ／MLR 多响应线性回归 [1]
Mutual information 互信息 [1]

Letter N

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英文/缩写 汉语 来源&扩展
Naive bayes 朴素贝叶斯 [1]
Naive Bayes Classifier 朴素贝叶斯分类器 [1]
Named entity recognition 命名实体识别 [1]
Nash equilibrium 纳什均衡 [1]
Natural language generation/NLG 自然语言生成 [1]
Natural language processing 自然语言处理 [1]
Negative class 负类 [1]
Negative correlation 负相关法 [1]
Negative Log Likelihood 负对数似然 [1]
Neighbourhood Component Analysis/NCA 近邻成分分析 [1]
Neural Machine Translation 神经机器翻译 [1]
Neural Turing Machine 神经图灵机 [1]
Newton method 牛顿法 [1]
NIPS 国际神经信息处理系统会议 [1]
No Free Lunch Theorem／NFL 没有免费的午餐定理 [1]
Noise-contrastive estimation 噪音对比估计 [1]
Nominal attribute 列名属性 [1]
Non-convex optimization 非凸优化 [1]
Nonlinear model 非线性模型 [1]
Non-metric distance 非度量距离 [1]
Non-negative matrix factorization 非负矩阵分解 [1]
Non-ordinal attribute 无序属性 [1]
Non-Saturating Game 非饱和博弈 [1]
Norm 范数 [1]
Normalization 归一化 [1]
Nuclear norm 核范数 [1]
Numerical attribute 数值属性 [1]

Letter O

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英文/缩写 汉语 来源&扩展
Objective function 目标函数 [1]
Oblique decision tree 斜决策树 [1]
Occam's razor 奥卡姆剃刀 [1]
Odds 几率 [1]
Off-Policy 离策略 [1]
One shot learning 一次性学习 [1]
One-Dependent Estimator／ODE 独依赖估计 [1]
On-Policy 在策略 [1]
Ordinal attribute 有序属性 [1]
Out-of-bag estimate 包外估计 [1]
Output layer 输出层 [1]
Output smearing 输出调制法 [1]
Overfitting 过拟合／过配 [1]
Oversampling 过采样 [1]

Letter P

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英文/缩写 汉语 来源&扩展
Paired t-test 成对 t 检验 [1]
Pairwise 成对型 [1]
Pairwise Markov property 成对马尔可夫性 [1]
Parameter 参数 [1]
Parameter estimation 参数估计 [1]
Parameter tuning 调参 [1]
Parse tree 解析树 [1]
Particle Swarm Optimization/PSO 粒子群优化算法 [1]
Part-of-speech tagging 词性标注 [1]
Perceptron 感知机 [1]
Performance measure 性能度量 [1]
Plug and Play Generative Network 即插即用生成网络 [1]
Plurality voting 相对多数投票法 [1]
Polarity detection 极性检测 [1]
Polynomial kernel function 多项式核函数 [1]
Pooling 池化 [1]
Positive class 正类 [1]
Positive definite matrix 正定矩阵 [1]
Post-hoc test 后续检验 [1]
Post-pruning 后剪枝 [1]
potential function 势函数 [1]
Precision 查准率／准确率 [1]
Prepruning 预剪枝 [1]
Principal component analysis/PCA 主成分分析 [1]
Principle of multiple explanations 多释原则 [1]
Prior 先验 [1]
Probability Graphical Model 概率图模型 [1]
Proximal Gradient Descent/PGD 近端梯度下降 [1]
Pruning 剪枝 [1]
Pseudo-label 伪标记 [1]

Letter Q

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英文/缩写 汉语 来源&扩展
Quantized Neural Network/QNN 量子化神经网络 [1]
Quantum computer 量子计算机 [1]
Quantum Computing 量子计算 [1]
Quasi Newton method 拟牛顿法 [1]

Letter R

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英文/缩写 汉语 来源&扩展
Radial Basis Function／RBF 径向基函数 [1]
Random Forest Algorithm 随机森林算法 [1]
Random walk 随机漫步 [1]
Recall 查全率／召回率 [1]
Receiver Operating Characteristic/ROC 受试者工作特征 [1]
Rectified Linear Unit/ReLU 线性修正单元 [1]
Recurrent Neural Network 循环神经网络 [1]
Recursive neural network 递归神经网络 [1]
Reference model 参考模型 [1]
Regression 回归 [1]
Regularization 正则化 [1]
Reinforcement learning/RL 强化学习 [1]
Representation learning 表征学习 [1]
Representer theorem 表示定理 [1]
Reproducing Kernel Hilbert Space /RKHS 再生核希尔伯特空间 [1]
Re-sampling 重采样法 [1]
Rescaling 再缩放 [1]
Residual Mapping 残差映射 [1]
Residual Network 残差网络 [1]
Restricted Boltzmann Machine/RBM 受限玻尔兹曼机 [1]
Restricted Isometry Property/RIP 限定等距性 [1]
Re-weighting 重赋权法 [1]
Robustness 稳健性/鲁棒性 [1]
Root node 根结点 [1]
Rule Engine 规则引擎 [1]
Rule learning 规则学习 [1]

Letter S

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英文/缩写 汉语 来源&扩展
Saddle point 鞍点 [1]
Sample space 样本空间 [1]
Sampling 采样 [1]
Score function 评分函数 [1]
Self-Driving 自动驾驶 [1]
Self-Organizing Map／SOM 自组织映射 [1]
Semi-naive Bayes classifiers 半朴素贝叶斯分类器 [1]
Semi-Supervised Learning 半监督学习 [1]
semi-Supervised Support Vector Machine 半监督支持向量机 [1]
Sentiment analysis 情感分析 [1]
Separating hyperplane 分离超平面 [1]
Sigmoid function Sigmoid 函数 [1]
Similarity measure 相似度度量 [1]
Simulated annealing 模拟退火 [1]
Simultaneous localization and mapping 同步定位与地图构建 [1]
Singular Value Decomposition 奇异值分解 [1]
Slack variables 松弛变量 [1]
Smoothing 平滑 [1]
Soft margin 软间隔 [1]
Soft margin maximization 软间隔最大化 [1]
Soft voting 软投票 [1]
Sparse representation 稀疏表征 [1]
Sparsity 稀疏性 [1]
Specialization 特化 [1]
Spectral Clustering 谱聚类 [1]
Speech Recognition 语音识别 [1]
Splitting variable 切分变量 [1]
Squashing function 挤压函数 [1]
Stability-plasticity dilemma 可塑性-稳定性困境 [1]
Statistical learning 统计学习 [1]
Status feature function 状态特征函 [1]
Stochastic gradient descent 随机梯度下降 [1]
Stratified sampling 分层采样 [1]
Structural risk 结构风险 [1]
Structural risk minimization/SRM 结构风险最小化 [1]
Subspace 子空间 [1]
Supervised learning 监督学习／有导师学习 [1]
support vector expansion 支持向量展式 [1]
Support Vector Machine/SVM 支持向量机 [1]
Surrogat loss 替代损失 [1]
Surrogate function 替代函数 [1]
Symbolic learning 符号学习 [1]
Symbolism 符号主义 [1]
Synset 同义词集 [1]

Letter T

Return

英文/缩写 汉语 来源&扩展
T-Distribution Stochastic Neighbour Embedding/t-SNE T - 分布随机近邻嵌入 [1]
Tensor 张量 [1]
Tensor Processing Units/TPU 张量处理单元 [1]
The least square method 最小二乘法 [1]
Threshold 阈值 [1]
Threshold logic unit 阈值逻辑单元 [1]
Threshold-moving 阈值移动 [1]
Time Step 时间步骤 [1]
Tokenization 标记化 [1]
Training error 训练误差 [1]
Training instance 训练示例／训练例 [1]
Transductive learning 直推学习 [1]
Transfer learning 迁移学习 [1]
Treebank 树库 [1]
Tria-by-error 试错法 [1]
True negative 真负类 [1]
True positive 真正类 [1]
True Positive Rate/TPR 真正例率 [1]
Turing Machine 图灵机 [1]
Twice-learning 二次学习 [1]

Letter U

Return

英文/缩写 汉语 来源&扩展
Underfitting 欠拟合／欠配 [1]
Undersampling 欠采样 [1]
Understandability 可理解性 [1]
Unequal cost 非均等代价 [1]
Unit-step function 单位阶跃函数 [1]
Univariate decision tree 单变量决策树 [1]
Unsupervised  learning 无监督学习／无导师学习 [1]
Unsupervised layer-wise training 无监督逐层训练 [1]
Upsampling 上采样 [1]

Letter V

Return

英文/缩写 汉语 来源&扩展
Vanishing Gradient Problem 梯度消失问题 [1]
Variational inference 变分推断 [1]
VC Theory VC维理论 [1]
Version space 版本空间 [1]
Viterbi algorithm 维特比算法 [1]
Von Neumann architecture 冯 · 诺伊曼架构 [1]

Letter W

Return

英文/缩写 汉语 来源&扩展
Weak learner 弱学习器 [1]
Weight 权重 [1]
Weight sharing 权共享 [1]
Weighted voting 加权投票法 [1]
Wasserstein GAN/WGAN Wasserstein生成对抗网络 [1]
Within-class scatter matrix 类内散度矩阵 [1]
Word embedding 词嵌入 [1]
Word sense disambiguation 词义消歧 [1]

Letter Z

Return

英文/缩写 汉语 来源&扩展
Zero-data learning 零数据学习 [1]
Zero-shot learning 零次学习 [1]

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