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Machine Learning & Neural Network Models

A skill group in IT & Software › Artificial Intelligence & Machine Learning: 132 skills, 130 of them carrying a SynapseScope Skill Rating, named in 27,741 open US roles at the latest reading.

SkillOrganisation ratingOpen rolesMedian salary
GPUsInvest7,467$157,500
Machine Learning EngineeringNot rated5,560$197,500
Neural NetworkInvest5,370$187,500
Quantum InformationInvest1,630$147,500
HeuristicsNot rated935$167,500
Self-Supervised Representation PretrainingInvest800$212,500
Quantum Error CorrectionInvest565$162,500
Multimodal Foundation Models for ScienceInvest523$202,500
Few-Shot LearningInvest518$167,500
Graph Neural NetworksInvest475$207,500
IBM Qiskit Error MitigationInvest424$187,500
JAXInvest418$232,500
AI Chip Compiler DevelopmentInvest310$212,500
Heterogeneous Computing for AIInvest257$237,500
PPOInvest238$157,500
Knowledge RepresentationInvest223$212,500
AI ProgrammingInvest217$162,500
Common Sense Reasoning FrameworksInvest153$37,500
Automated ReasoningInvest125$177,500
Speech Recognition and ProcessingInvest124$187,500
Neuromorphic ComputingInvest105—
Spin-Based Quantum ComputingInvest96$152,500
Generative Adversarial NetworksInvest81$182,500
Domain RandomizationInvest79$227,500
Recurrent Neural NetworksMonitor68$187,500
Actor-Critic MethodsInvest57$147,500
Cognitive SystemInvest53$142,500
Heuristic SearchMaintain50$167,500
Multiagent Reinforcement LearningInvest48$187,500
Machine Learning for Adaptive ControlInvest42—
Evolutionary AlgorithmsInvest40$132,500
Computing Hardware-Software Co-DesignInvest39$307,500
Quantum Algorithm DevelopmentInvest39—
Policy Gradient MethodsInvest38$167,500
Multi-Modal Alignment TechniquesInvest36$227,500
Multi-Modal Transformer ArchitecturesInvest36$202,500
Machine ReasoningInvest31—
Machine Learning for Sensory ProcessingInvest30—
Multi-Agent Deep Reinforcement LearningInvest30$157,500
Deep Q-NetworksInvest28$177,500
Multi-Modal Pre-Training StrategiesInvest25$202,500
Hybrid Quantum-Classical AlgorithmsMonitor24$122,500
Neural Networks ComplexInvest24$202,500
Q-LearningInvest23$167,500
Quantum Circuit OptimizationInvest23$202,500
BackpropagationInvest22—
Neuromorphic Sensory ProcessingInvest22$167,500
Hybrid Quantum-Classical Computing OptimizationMonitor19$212,500
Neural Network ArchitectureInvest15$197,500
Qubit Decoherence MitigationInvest14—
Neural Network DevelopmentInvest13—
Neuro-Symbolic AI IntegrationInvest13$167,500
Quantum Walks ImplementationInvest13—
Deep Belief NetworksMigrate12—
Quantum Tensor NetworksInvest9—
TensorFlow Quantum-Cirq IntegrationMonitor8—
Federated Learning ImplementationInvest7—
Partially Observable Markov Decision Process (POMDP)Invest7—
Edge AI Model OptimizationInvest6—
Equivariant Neural Network DesignInvest6—
Quantum Random Access MemoryInvest6—
Tensor Processing ArchitectureInvest6—
Embedded Neural Network DesignInvest5—
Meta-Reinforcement LearningInvest5—
Multilayer PerceptronsMaintain5—
Spiking Neural NetworksMonitor5—
AI Hardware-Software Co-designInvest4—
IBM ILOGMaintain4—
Quantum Approximate Optimization AlgorithmInvest4—
Quantum Phase EstimationInvest4—
Few-Shot Neural ModelsInvest3—
Graph Attention NetworksInvest3—
Hardware-Aware Neural ArchitectureInvest3—
Joint Embedding Architecture DesignInvest3—
Transformer Architecture OptimizationInvest3—
Continual Learning SystemsInvest2—
Energy-Efficient Neural ComputingInvest2—
Federated Learning System ArchitectureInvest2—
Hardware-Aware Neural Architecture SearchInvest2—
Conformer NetworksInvest1—
Generative Quantum Machine LearningMonitor1—
Liquid Neural NetworksMonitor1—
Machine Learning BeamformingInvest1—
Multilingual ProcessingInvest1—
Neuromorphic EngineeringInvest1—
Silicon Photonic Neural NetworksInvest1—
AI Model QuantizationInvest——
Approximate Computing for AIInvest——
Attention Mechanism DesignInvest——
Automatic Differentiation SystemsInvest——
Bayesian Neural Network DesignInvest——
Binarized Neural NetworksInvest——
Coherent Ising Machine ProgrammingMonitor——
Contrastive Learning ImplementationInvest——
Diffractive Deep Neural NetworksMonitor——
Ensemble Defense MethodsInvest——
Event-Driven Neural ProcessingInvest——
FPGA-based AI AccelerationInvest——
Federated Data Sharing with AIInvest——
Federated Learning Algorithm DesignInvest——
Hopfield NetworksMonitor——
Hyperdimensional ComputingMonitor——
In-Memory Computing for AIInvest——
In-Memory Deep Learning AccelerationInvest——
Invertible Neural NetworksInvest——
JAX-Based Differentiable ProgrammingInvest——
Liquid State MachinesMonitor——
Memory-Augmented Neural NetworksInvest——
Memristor-Based ComputingInvest——
Morphological Neural NetworksMonitor——
Neural Algorithmic ReasoningInvest——
Neural Networks DynamicInvest——
NeuralWareMigrate——
NeuroSolutions for MatLabMigrate——
NeurocomputingInvest——
Neuromorphic Architecture SimulationInvest——
Neuromorphic Learning AlgorithmsInvest——
Neuromorphic Signal Feature ExtractionInvest——
Neurosymbolic ProgrammingInvest——
Novelty Optimization AlgorithmsMonitor——
PennyLane-Tensorflow IntegrationInvest——
Photonic Neural NetworksInvest——
Physics-Informed Meta-LearningInvest——
Physiologically Informed Neural NetworksInvest——
Power-Efficient Memory ComputingInvest——
QAOA ImplementationInvest——
Quantum Boltzmann MachinesInvest——
Sparse Temporal CodingMonitor——
SpiNNaker Architecture ProgrammingMonitor——
Spike-Based Communication ProtocolsMonitor——
Spiking Reservoir ComputingMonitor——
Tactile Learning AlgorithmsInvest——

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