Follow ideas across model and system boundaries.
Labels connect related material. Authoritative prerequisite edges remain separate so recommendations never rewrite the dependency graph.
concept
Ideas, measurements, and system behaviors
Ablation Logic
concept:ablation-logicAcceptance Gatesconcept:acceptance-gatesActivation Memoryconcept:activation-memoryAdamwconcept:adamwAffine Layersconcept:affine-layersAirflow Dagsterconcept:airflow-dagsterAll Reduceconcept:all-reduceAnomaly Triageconcept:anomaly-triageArithmetic Intensityconcept:arithmetic-intensityAs Of Joinsconcept:as-of-joinsAssumption Ledgersconcept:assumption-ledgersAttentionconcept:attentionAugmentationconcept:augmentationAutoscalingconcept:autoscalingAvailability Timeconcept:availability-timeBackpropagationconcept:backpropagationBaggingconcept:baggingBaseline Contractsconcept:baseline-contractsBatchingconcept:batchingBayes Ruleconcept:bayes-ruleBenchmark Validityconcept:benchmark-validityBprconcept:bprBpttconcept:bpttBuild Vs Buyconcept:build-vs-buyCalibrationconcept:calibrationCamera Driftconcept:camera-driftCanariesconcept:canariesCanaryconcept:canaryCandidate Generationconcept:candidate-generationCausal Masksconcept:causal-masksCensoringconcept:censoringChain Ruleconcept:chain-ruleChampion Challengerconcept:champion-challengerCheckpoint Reshardingconcept:checkpoint-reshardingCheckpointingconcept:checkpointingCircuit Breakersconcept:circuit-breakersClaim Evidence Mapsconcept:claim-evidence-mapsClass Weightingconcept:class-weightingCold Startconcept:cold-startCompilationconcept:compilationConfidence Intervalsconcept:confidence-intervalsContinuous Batchingconcept:continuous-batchingContrastive Learningconcept:contrastive-learningConvolutionconcept:convolutionCosine Similarityconcept:cosine-similarityCost Thresholdsconcept:cost-thresholdsCoverageconcept:coverageCross Entropyconcept:cross-entropyDbscanconcept:dbscanDead Activationsconcept:dead-activationsDecision Utilityconcept:decision-utilityDecontaminationconcept:decontaminationDelayed Labelsconcept:delayed-labelsDependency Locksconcept:dependency-locksDifferential Privacyconcept:differential-privacyDirect Vs Recursiveconcept:direct-vs-recursiveDiscrepancy Reportsconcept:discrepancy-reportsDistance Concentrationconcept:distance-concentrationDistributed Samplersconcept:distributed-samplersDiversityconcept:diversityDpo Rlhfconcept:dpo-rlhfDriftconcept:driftDropoutconcept:dropoutEmbeddingsconcept:embeddingsEmpirical Riskconcept:empirical-riskEqualized Oddsconcept:equalized-oddsEvaluationconcept:evaluationEvent Timeconcept:event-timeExperiment Guardrailsconcept:experiment-guardrailsExplained Varianceconcept:explained-varianceExposure Biasconcept:exposure-biasFairnessconcept:fairnessFallbackconcept:fallbackFeature Scalingconcept:feature-scalingFeature Storesconcept:feature-storesFeature Subsamplingconcept:feature-subsamplingFlink Sparkconcept:flink-sparkFocal Lossconcept:focal-lossForecast Originconcept:forecast-originForecast Scaleconcept:forecast-scaleFp16 Bf16concept:fp16-bf16Fsdpconcept:fsdpGeluconcept:geluGlobal Batchconcept:global-batchGolden Inferenceconcept:golden-inferenceGolden Intermediatesconcept:golden-intermediatesGolden Pathsconcept:golden-pathsGqa Mqaconcept:gqa-mqaGradient Checksconcept:gradient-checksGradient Clippingconcept:gradient-clippingGradient Flowconcept:gradient-flowGroup Leakageconcept:group-leakageGuardrailsconcept:guardrailsHbm Bandwidthconcept:hbm-bandwidthHidden Stateconcept:hidden-stateHinge Lossconcept:hinge-lossHnswconcept:hnswIdempotencyconcept:idempotencyImmutable Data Snapshotsconcept:immutable-data-snapshotsImplicit Feedbackconcept:implicit-feedbackImpurity Gainconcept:impurity-gainInitializationconcept:initializationIntended Useconcept:intended-useIntersectional Slicesconcept:intersectional-slicesIou Mapconcept:iou-mapK Meansconcept:k-meansKafkaconcept:kafkaKernelsconcept:kernelsKV Cacheconcept:kv-cacheKV Layoutconcept:kv-layoutLabel Maturityconcept:label-maturityLag Featuresconcept:lag-featuresLatency Baselinesconcept:latency-baselinesLineageconcept:lineageLog Oddsconcept:log-oddsLoraconcept:loraLoss Scalingconcept:loss-scalingLSTM Gatesconcept:lstm-gatesMetric Contractsconcept:metric-contractsMLflowconcept:mlflowModel Supply Chainconcept:model-supply-chainMoeconcept:moeMulti Head Attentionconcept:multi-head-attentionMulti Objective Trainingconcept:multi-objective-trainingNchw Tensorsconcept:nchw-tensorsNdcgconcept:ndcgNext Token Lossconcept:next-token-lossNormalizationconcept:normalizationOutput Activationsconcept:output-activationsPadding Masksconcept:padding-masksPaged Attentionconcept:paged-attentionPaper To Production Gapsconcept:paper-to-production-gapsParquet Lakehouseconcept:parquet-lakehousePCAconcept:pcaPinned Memoryconcept:pinned-memoryPr Curvesconcept:pr-curvesPre Normconcept:pre-normPrediction Contractsconcept:prediction-contractsPrediction Cutoffconcept:prediction-cutoffPrefill Decodeconcept:prefill-decodePrevalence Sensitivityconcept:prevalence-sensitivityPrivacyconcept:privacyPrivacy Threat Modelingconcept:privacy-threat-modelingProfilersconcept:profilersPrompt Injectionconcept:prompt-injectionProper Lossesconcept:proper-lossesProper Scoring Rulesconcept:proper-scoring-rulesProvenanceconcept:provenancePseudo Residualsconcept:pseudo-residualsQkv Projectionsconcept:qkv-projectionsQuantilesconcept:quantilesQuantizationconcept:quantizationQueueingconcept:queueingRAGconcept:ragRAG Vs Tuningconcept:rag-vs-tuningRandomization Unitsconcept:randomization-unitsRank World Sizeconcept:rank-world-sizeRanking Metricsconcept:ranking-metricsReadinessconcept:readinessRecall Latency Tradeoffconcept:recall-latency-tradeoffReceptive Fieldsconcept:receptive-fieldsReconciliationconcept:reconciliationRecourseconcept:recourseRegularizationconcept:regularizationRelease Gatesconcept:release-gatesReluconcept:reluRelu Geluconcept:relu-geluReplay Testsconcept:replay-testsReproducibilityconcept:reproducibilityReproduction Laddersconcept:reproduction-laddersRest Grpcconcept:rest-grpcRobust Regressionconcept:robust-regressionRolling Backtestsconcept:rolling-backtestsRopeconcept:ropeRun Manifestsconcept:run-manifestsSamplingconcept:samplingSchema Contractsconcept:schema-contractsSeasonal Naiveconcept:seasonal-naiveSecond Order Boostingconcept:second-order-boostingSeed Varianceconcept:seed-varianceSemantic Contractsconcept:semantic-contractsSftconcept:sftShapconcept:shapSigmoid Saturationconcept:sigmoid-saturationSiluconcept:siluSlice Reliabilityconcept:slice-reliabilitySlis Slosconcept:slis-slosSpeculative Decodingconcept:speculative-decodingSrmconcept:srmState Ttlconcept:state-ttlStragglersconcept:stragglersSurrogate Objectivesconcept:surrogate-objectivesTanh Saturationconcept:tanh-saturationTeacher Forcingconcept:teacher-forcingTemporal Splitsconcept:temporal-splitsTensor Parallelismconcept:tensor-parallelismTensor Shape Contractsconcept:tensor-shape-contractsThree Pass Readingconcept:three-pass-readingTimeoutsconcept:timeoutsTokenizationconcept:tokenizationTokenizer Fertilityconcept:tokenizer-fertilityTransfer Learningconcept:transfer-learningTransform Stateconcept:transform-stateTwo Tower Embeddingsconcept:two-tower-embeddingsUncertaintyconcept:uncertaintyWatermarksconcept:watermarksalgorithm
Model and optimization families
modality
The shape and meaning of input data
lifecycle
Stages in the ML system lifecycle
role
MLE role specializations
tool
Named production tools and runtimes
failure
Recurring production failure patterns
track
Role-oriented learning paths