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Federated & Distributed Learning

A skill group in Data, AI & Analytics › Deep Learning & Generative AI: 24 skills, 24 of them carrying a SynapseScope Skill Rating, named in 2,943 open US roles at the latest reading.

SkillOrganisation ratingOpen rolesMedian salary
RLHFInvest1,944$217,500
Federated LearningInvest388$177,500
Distributed Machine Learning FrameworksInvest266$237,500
Reinforcement Learning from Human PreferencesInvest206$187,500
PyTorch DDPInvest58$212,500
Distributed Artificial IntelligenceInvest17—
On-Device TrainingInvest16—
RLHF Pipeline DevelopmentInvest13—
Reinforcement Learning from DemonstrationsInvest12—
Federated AnalyticsInvest10—
Federated Model AggregationInvest7—
Federated Fine-Tuning of Foundation ModelsInvest4—
Differential Privacy in Deep LearningInvest2—
Communication-Efficient Federated LearningInvest——
Federated Analytics EngineeringInvest——
Federated Learning Incentive DesignMonitor——
Federated Learning for Financial AnalyticsInvest——
Federated Learning for Medical ImagingInvest——
Federated Model EvaluationInvest——
Federated Transfer LearningInvest——
Heterogeneous Federated LearningInvest——
Optimized Distributed AI FrameworksInvest——
Swarm Learning AlgorithmsMonitor——
Vertical Federated LearningInvest——

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