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Model Training & Optimization

A skill group in Data, AI & Analytics › Machine Learning & Predictive Modeling: 96 skills, 87 of them carrying a SynapseScope Skill Rating, named in 423,052 open US roles at the latest reading.

SkillOrganisation ratingOpen rolesMedian salary
Machine LearningInvest117,450$172,500
ModelingInvest109,708$147,500
Data ScienceNot rated97,567$157,500
Learning ModelsNot rated18,662$172,500
Model DevelopmentNot rated13,184$172,500
Model TrainingNot rated10,070$202,500
Predictive ModellingInvest9,415$152,500
Predictive ModelsInvest8,521$152,500
Machine learning algorithmsInvest6,608$172,500
NumPyInvest4,573$147,500
PredictionsInvest4,555$152,500
Machine Learning ToolsNot rated3,253$142,500
Model OptimizationMaintain3,108$177,500
Modeling ToolsNot rated1,344$132,500
AI AlgorithmsInvest1,204$162,500
Reproducible ML Experiment TrackingInvest1,140$187,500
Machine Learning Model DevelopmentInvest1,115$182,500
Analytical ModelingMaintain1,062$157,500
DataikuInvest820$147,500
AI Model DevelopmentInvest749$142,500
AI Model TrainingInvest716$137,500
Cold Start OptimizationInvest693$162,500
Data Science LibrariesMaintain648$142,500
Model CreationMaintain573$127,500
Algorithm TuningMaintain490$192,500
Model TuningInvest477$162,500
Hyperparameter TuningInvest425$192,500
AI OptimizationMaintain371$167,500
Strategic Data-Driven ModelingNot rated312$107,500
Cost-Aware Model Serving OptimizationInvest310$237,500
Machine Learning ImplementationInvest294$172,500
Data-Centric Model ImprovementInvest290$182,500
Model QuantizationInvest250$202,500
AutoMLInvest239$172,500
Domain AdaptationInvest210$202,500
DataRobotInvest203$202,500
Parameter-Efficient Fine-TuningInvest202$212,500
Reinforcement Learning from Human FeedbackInvest195$187,500
Algorithm TrainingInvest192$227,500
Quantum Machine LearningInvest174$167,500
Bayesian OptimizationInvest159$177,500
Contrastive LearningInvest152$212,500
KNIMEInvest135$97,500
Hyperparameter OptimizationInvest111$192,500
BigQuery MLInvest110$167,500
Prediction ModelingInvest95$122,500
RegularizationMaintain92$132,500
Statistical Learning TheoryInvest89$187,500
Neural Network TrainingInvest88$252,500
Distribution Shift AdaptationInvest85$42,500
Algorithm SelectionInvest63$157,500
Hardware-Aware Model OptimizationInvest57$202,500
Gradient DescentInvest54$232,500
Automated Machine LearningInvest43$177,500
Pipeline-Level AutoML OrchestrationMonitor36$232,500
Parameter Estimation (PEST)Maintain34—
Neural Networks OptimizationInvest28$232,500
OptunaMaintain25$132,500
WekaMonitor25—
Bootstrapping Self-Supervised MethodsInvest19$212,500
RapidMinerMonitor19—
Apache MahoutMigrate18—
GymnasiumInvest15$167,500
MARLInvest15—
A3CMigrate13—
Cross-Domain Transfer LearningInvest13—
Bayesian Deep LearningMonitor12—
Ray TuneMaintain11—
Diffusion Model TrainingInvest9$252,500
Kernel MethodsMaintain9—
BigMLMaintain7—
Continual Learning Without ForgettingInvest7—
Surrogate Modeling for SimulationInvest7—
Computational Learning TheoryInvest6—
Programmatic Data LabelingInvest6—
Neural Network PruningInvest5—
Self-Supervised Learning ModelsInvest2—
TRPOMigrate2—
Federated Model TrainingInvest1—
Machine Learning for Process OptimizationInvest1—
Model-Based Hyperparameter TransferMonitor1—
Synthetic Tabular Data GenerationInvest1—
Adversarial Training MethodsNot rated——
Convergence AccuracyMaintain——
Curriculum Learning for Self-SupervisionInvest——
Cytel Software XLMinerMigrate——
DatumboxNot rated——
Enhanced Signal DetectionMaintain——
Google Cloud AutoMLInvest——
MLPUMonitor——
Mathematical MetamodelingMonitor——
Quantum Circuit LearningInvest——
Quantum Reservoir ComputingInvest——
SGDMaintain——
SageMaker CanvasInvest——
Transfer Learning for MaintenanceInvest——

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