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DescendantsClassificationAudio classificationBayesian classificationNaive Bayes classifierClassification: label correlationExtreme classificationHierarchical ClassificationImage classificationLabel EmbeddingCategory EmbeddingLIMELinear classifierMulti-class classificationMulti-label classificationExtreme Multi-label ClassificationHierarchical multi-label classificationKNN in Multi-label classificationMulti-label Text classificationMultimodal classificationROC CurveSelective ClassificationThree-way decisionsSVMRanking SVMText Classificationemail classificationFastTextFew-shot text classificationIncremental Few-shot Text ClassificationSetFit (SBERT fine-tuning)Text Classification Using Label Names OnlyZero-shot Text ClassifierHierarchical text classificationLibShortTextMulti-label Text classificationStanford classifierTopical text classificationThree-way decisionsClusteringClustering of text documentsConceptual clusteringHierarchical ClusteringIncremental Clusteringk-means clusteringSelf-Organizing MapsSpectral clusteringSubspace clusteringDomain adaptationDomain adaptation (NLP)Domain adaptation: vocabularyDomain-Specific BERTLanguage Model: domain adaptationLLMs and basic Renault KnowledgeSentence embeddings: Domain adaptationSentence-BERT: Domain adaptationGPL (Generative Pseudo Labeling)sBERT fine-tuningUnsupervised Domain Adaptation (NLP)Unsupervised Domain AdaptationFeature learningPrincipal component analysisSparse codingHierarchies in MLHierarchical ClassificationHierarchical ClusteringHierarchy-Aware KG EmbeddingsPoincaré EmbeddingsSemantic hierarchiesHierarchical ClassificationHierarchy-Aware KG EmbeddingsThesaurus & TaxonomiesSKOSSemantics of skos:ConceptSKOS/OWLSKOS editorSKOS W3C documentTaxonomiesTaxonomy expansion taskThesaurusGINCO (Culture)IMS VDEXImage recognitionFacial RecognitionImbalanced DataLabeled DataLabeling dataActive learningAnnotation toolsHaystack Annotation ToolLabel StudioProdigySnorkelLearning to rankLow-resource LearningMissing Labels (ML)ML: conditioningML: evaluationEmbedding evaluationWord embedding: evaluationHierarchical classification: evaluationLM evaluationMetricsRanking metricsML: Sequential dataMultimodal ModelsOutlier DetectionOverfitting/GeneralizationRare eventsRecommender SystemsRepresentation learningConsciousness PriorContrastive LearningContrastive Self-Supervised LearningInfoNCE lossContrastive Self-Supervised LearningEmbeddingsCategory EmbeddingDocument embeddingsDoc2VecDSSM (Deep Semantic Similarity Model)Representation of text + metadataEmbedding evaluationEmbedding Model Fine-tuningsBERT fine-tuningUnsupervised Sentence Embedding LearningEmbedding QuantizationEmbeddings in Information RetrievalEmbeddings in NLPDocument embeddingsMultilingual embeddingsPhrase embeddingsSense embeddingsSentence EmbeddingsA La Carte EmbeddingDoc2VecDSSM (Deep Semantic Similarity Model)E5Sent2VecSentence embeddings: Domain adaptationSentence TransformersBERT + Sentence EmbeddingsSentence-BERTsBERT fine-tuningSentence-BERT: Domain adaptationSentenceBERT and WordsSIF embeddingsUniversal Sentence EncoderUnsupervised Sentence Embedding LearningText EmbeddingsE5Geometry of language embeddingsMTEBOpenAI EmbeddingsRepresentation of text + metadataSentence EmbeddingsTopic embeddingsWord embeddingsA La Carte EmbeddingCross-lingual Word EmbeddingsELMoFastTextGloVeLDA2vecSubword embeddingsTopic Models + Word embeddingUsing word embeddingsWord + Entity embeddingsWikipedia2VecWord2vecDoc2VecWord2vec: howtoWord embedding: evaluationWord Embedding CompositionalitySIF embeddingsWord embeddings: introductionWord embeddings with lexical resourcesEntity embeddingsCategory EmbeddingLUKEPoincaré EmbeddingsStarSpaceText-Aware KG embeddingTransEWord + Entity embeddingsGaussian embeddingGraph EmbeddingsKnowledge Graph EmbeddingsConvolutional Knowledge Graph EmbeddingsDismultEntity type representationHierarchy-Aware KG EmbeddingsKG Embeddings LibraryRDF embeddingsRotatEText, KG and embeddingsText-Aware KG embeddingUsing literal descriptions of entitiesWord + Entity embeddingsText-Aware KG embeddingTransETransformer based KG embeddingsNode EmbeddingsOWL2VecKeras embedding layerKnowledge-driven embeddingsKnowledge Graph EmbeddingsLabel EmbeddingMemory EmbeddingsOpenAI EmbeddingsPhrase embeddingsRDF embeddingsSense embeddingsStarSpaceStructured Data EmbeddingText, KG and embeddingsText EmbeddingsTop2VecTopic embeddingsTree embeddingsFeature learningRepresentation Learning for NLPSparse codingSequence labelingNamed Entity RecognitionAcronyms (NLP)Entity miningEntity TaggingNER: unseen mentionsNLP: Data AnonymizationStanford NERUnsupervised NERWikilinks CorpusPart Of Speech TaggingSlot fillingIntent classification and slot fillingSequence-to-sequence learningSeq2Seq with AttentionSequence Modeling: CNN vs RNNSequence-To-Sequence Encoder-Decoder ArchitectureSpeech-to-TextPocketSphinxSiriWatson Speech-to-TextSimilarity learningMetric LearningSiamese networksStatistical relational learningTime Series