机器学习课程专业术语表软件工程AI机器学习资料含中文英文翻译明细.docx

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1、机器学习课程专业术语表（含中文英文翻译）涉及24个分类，非常全，也值得参考。由于是网页版本，大家可以直接使用（文中未贴出明细）序号类别1机器学习基础2机器学习理论3App1iedMath4SVM5Ensemb1e6DNN7Regu1arization8MatrixFactorization9Optimization10CNN11AutoEncoder12RNN13Representation14NetworkEmbedding15GAN16Adversaria11earning17On1ine1earning18Reinforcement1earning19AutoM120GraphicMod

2、e121TopicMode122MCMC23Mean-Fie1d24non-parametricmode1s英文术语中文翻译常用缩写10-11ossFunctionOT损失函数2Accept-RejectSamp1ingMethod接受-拒绝抽样法/接受-拒绝采样法3Accumu1atedErrorBackpropagation累积误差反向传播4Accuracy精度5AcquisitionFunction采集函数6Action动作7ActivationFunction激活函数8Active1earning主动学习9AdaptiveBitrateA1gorithm自适应比特率算法ABR10Ada

3、ptiveBoostingAdaBoost11AdaptiveGradientA1gorithmAdaGrad12AdaptiveMomentEstimationA1gorithmAdam算法Adam13AdaptiveResonanceTheory自适应谐振理论ART14AdditiveMode1加性模型15AffinityMatrix亲和矩阵16Agent智能体17A1gorithm算法18A1pha-BetaPruning-修剪法19Anoma1yDetection异常检测20ApproximateInference近似推断21AreaUnderROCCurveAUCAUC22Artif

4、icia1Inte11igence人工智能AI23Artificia1Neura1Network人工神经网络AW24Artificia1Neuron人工神经元25Attention注意力26AttentionMechanism注意力机制27Attribute属性28AttributeSpace属性空间29Autoencoder自编码器AE30AutomaticDifferentiation自动微分AD31AutoregressiveMode1自回归模型AR32BackPropagation反向传播BP33BackPropagationA1gorithm反向传播算法34BackPropagati

5、onThroughTime随时间反向传播BPTT35BackwardInduction反向归纳36BackwardSearch反向搜索37BagofWords词袋BOW38Bandit赌博机/老虎机39Base1earner基学习器40Base1earningA1gorithm基学习算法41Base1ine基准42Batch批量43BatchNorma1ization批量规范化BN44BayesDecisionRu1e贝叶斯决策准则45BayesMode1Averaging贝叶斯模型平均BMA46BayesOptima1C1assifier贝叶斯最优分类器47Bayes,Theorem贝叶斯定

6、理48BayesianDecisionTheory贝叶斯决策理论49BayesianInference贝叶斯推断50Bayesian1earning贝叶斯学习51BayesianNetwork贝叶斯网/贝叶斯网络52BayesianOptimization贝叶斯优化53BeamSearch束搜索54Benchmark基准55Be1iefNetwork信念网/信念网络BN56Be1iefPropagation信念传播BP57Be11manEquation贝尔曼方程58Bernou11iDistribution伯努利分布59BetaDistribution贝塔分布60Between-C1assSc

7、atterMatrix类间散度矩阵61BFGSBFGS62Bias偏差/偏置63BiasInAffineFunction偏置64BiasInStatistics偏差65BiasShift偏置偏移66Bias-VarianceDecomposition偏差-方差分解67Bias-VarianceDi1emma偏差-方差困境68Bidirectiona1RecurrentNeura1Network双向循环神经网络Bi-RNN69Bigram二元语法70Bi1ingua1Eva1uationUnderstudyB1EU71BinaryC1assification二分类72Binomia1Distri

8、bution二项分布73Binomia1Test二项检验74Bo1tzmannDistribution玻尔兹曼分布75Bo1tzmannMachine玻尔兹曼机76BoostingBoosting77BootstrapAggregatingBagging78BootstrapSamp1ing自助采样法79Bootstrapping自助法/自举法80Break-EventPoint平衡点BEP81Bucketing分桶82Ca1cu1usofVariations变分法83Cascade-Corre1ation级联相关84CatastrophicForgetting灾难性遗忘85Categoric

9、a1Distribution类别分布86Ce11单元87ChainRu1e链式法则88ChebyshevDistance切比雪夫距离89C1ass类别90C1ass-Imba1ance类别不平衡91C1assification分类92C1assificationAndRegressionTree分类与回归树CART93C1assifier分类器94C1ique团95C1uster簇96C1usterAssumption聚类假设97C1ustering聚类98C1usteringEnsemb1e聚类集成99Co-Training协同训练100CodingMatrix编码矩阵101Co11abor

10、ativeFi1tering协同过滤102Competitive1earning竞争型学习103Comprehensibi1ity可解释性104ComputationGraph计算图105Computationa11earningTheory计算学习理论106Conditiona1Entropy条件焙107Conditiona1Probabi1ity条件概率108Conditiona1Probabi1ityDistribution条件概率分布109Conditiona1RandomFie1d条件随机场CRF110Conditiona1Risk条件风险111Confidence置信度112Con

11、fusionMatrix混淆矩阵113ConjugateDistribution共甄分布114ConnectionWeight连接权115Connectionism连接主义116Consistency一致性117ConstrainedOptimization约束优化118ContextVariab1e上下文变量119ContextVector上下文向量120ContextWindow上下文窗口121ContextWord上下文词122Contextua1Bandit上下文赌博机/上下文老虎机123ContingencyTab1e列联表124ContinuousAttribute连续属性125C

12、ontrastiveDivergence对比散度126Convergence收敛127ConvexOptimization凸优化128ConvexQuadraticProgramming凸二次规划129Convo1ution卷积130Convo1utiona1Kerne1卷积核131Convo1utiona1Neura1Network卷积神经网络CNN132CoordinateDescent坐标下降133Corpus语料库134Corre1ationCoefficient相关系数135CosineSimi1arity余弦相似度136Cost代价137CostCurve代价曲线138CostFunction代价函数139CostMatrix代价矩阵140Cost-Sensitive代价敏感141Covariance协方差142CovarianceMatrix协方差矩阵143Critica1Point临界点144CrossEntropy交叉