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CNNVGGaugmentationcv skillsskip-gramnegative samplingBackpropagationDLNLP2020 Spring NTU ADLResNetGRULSTMRNNPytorchCpp函数体Word2vecSkip-GramGloveCS224n词向量评价gradientAutomatic Differentiation树和森林双亲表示法孩子链表表示法树和二叉树转化森林与二叉树转化树与森林的遍历单链表翻转链表链表存在环算法treeBSTAVLhash tablekaggleAutoencoderdenoisePCAquantile normalize机器学习矩阵论Linear mappingMathematic for machine learning 笔记微积分矩阵求导XGboostbooster后剪枝LightAutoMLTitanic datasetPrecisionRecallF1ROCAUClimesklearnpipelinelstmshapCBOWSkip-gramTransformer-XLRPESegment-Level Recurrence MechanismVanilla TransformerNEZHAFRPEWWMMixed Precision TrainingLAMBALBERTFactorized embedding parameterizationCross-layer parameter sharingSOPPETiPETverbalizerFew Shot LearningfastTextn-gramschar CNNchar CRNNAttentionHierarchical AttentionNLP classificationCapsule动态路由算法squashHexoButterflyELMobiLMMateryPythonOOPconvolvenumpy卷积code snippetsubplotseabornpairplotheatmapplotMLE高斯分布有偏无偏EM算法ELBO坐标上升法Jensen不等式KL散度GMM线性回归最小二乘法RidgeLassoJensen’s InequalityNaive Bayes垃圾邮件分类线性分类高斯判别分析降维PCoASVDkernel method希尔伯特空间非线性SVM正定核函数CMSC35300 Mathematics Foundations of ML指数簇分布对数配分函数充分统计量最大熵PageRankRidge Regression线性模型time凸优化子空间正交基SVM硬间隔软间隔对偶问题斯密特正交化CS224W有向图和无向图degree邻接矩阵连通性nlp-tutorialtf-idfC++指针Dependency ParsingCFGDependency GrammarDependency StructureGreedy transition-based parsingneural dependency parserGraph-based dependency parser机翻SMTNMTBeam searchBPTT梯度消失和爆炸RNNscentralityCluster CoefficientGraphletIsomorphismKatz indexGraphlet KernelWeisfeiler-Lehman KernelColor Refinement二叉树二叉树遍历B线索二叉树ProbabilityTansfromerSelf-AttentionGPT无监督学习fine-tuningPTMTansformerBERTRoBERTaPTMsBPEReformerLSHRevNetHashTPUconfusion matrix感知机LDALogistic RegressionNode embeddingDeepWalknode2vecRandom WalkRandom-Walk EmbeddingsNegative SamplingBiased Random WalksAnonymous Walk Embeddings特征工程

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