Researcher, Models (UK)
- London, ON, Canada
Full-time
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Job details
- Job type
- Full-time
- Apply by
- Posting language
- English
- Posted
Original job description
Responsibilities
- Conduct groundbreaking research in neural network architecture design to advance the state-of-the-art (SOTA) in alternative architectures (e.g., state space models, efficient Transformers, hybrid architectures)
- Design novel architectures that improve model quality, inference efficiency, and adaptability across diverse deployment environments, from cloud to on-device
- Explore and develop capabilities such as statefulness, long-range memory, and innovative conditioning mechanisms for enhancing model expressiveness and generalization
- Investigate how architectural decisions impact model trade-offs, including scalability, robustness, latency, and energy efficiency
- Develop new frameworks and tools to evaluate architectural innovations, benchmarking performance across research and production settings
- Collaborate with cross-functional teams to translate architectural research into scalable and impactful systems for real-world applications
More about this job
Responsibilities
Conduct research and design novel neural network architectures, including state space models, efficient Transformers, and hybrid architectures, to improve model quality, efficiency, and adaptability. Develop evaluation frameworks and collaborate with cross-functional teams to translate architectural research into scalable systems for real-world applications.
Requirements
The role calls for expertise in neural network architecture research and the ability to investigate trade-offs involving scalability, robustness, latency, and energy efficiency. It also requires developing and benchmarking architectural innovations and collaborating across teams to bring research into production systems.
Skills
- State Space Models
- Efficient Transformers
- Hybrid Architectures
- Model Quality Optimization
- Inference Efficiency
- Model Adaptability
- Statefulness
- Long-Range Memory
- Conditioning Mechanisms
- Model Generalization
- Scalability
- Robustness
- Latency Optimization
- Energy Efficiency
- Benchmarking
Visa sponsorship
Not detected in the job text
Categories
- Science & Research
- Technology
- Software
- Engineering
Keywords
- Artificial Intelligence
- Neural Networks
- Neural Network Architecture
- State Space Models
- Efficient Transformers
- Hybrid Architectures
- Model Quality
- Inference Efficiency
- Cloud Deployment
- On-Device Deployment
- Statefulness
- Long-Range Memory
- Conditioning Mechanisms
- Model Expressiveness
- Generalization
- Scalability
- Robustness
- Latency
- Energy Efficiency
- Evaluation Frameworks
- Benchmarking
- Research
- Production Systems
- Cross-Functional Collaboration