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Research Scientist (Test Time Compute)

Posted about 2 months agoViewed

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Requirements:
  • Python programming and ML frameworks (PyTorch, TensorFlow)
  • Experience with model optimization techniques (quantization, pruning, distillation)
  • MLOps and efficient model deployment
  • Hardware acceleration (GPU, TPU optimization)
  • Version control and collaborative development
  • Experience with large language models
  • Strong background in machine learning and systems optimization
  • Deep understanding of model compression and efficient inference techniques
  • Hands-on experience with modern ML frameworks and deployment tools
  • Experience with ML infrastructure and hardware acceleration
  • Track record of implementing efficient ML systems
  • Excellent programming skills (Python required, C++/CUDA a plus)
Responsibilities:
  • Design and implement novel architectures for efficient model inference
  • Develop frameworks for model compression and quantization
  • Research approaches to optimize test-time computation across different hardware
  • Create efficient protocols for distributed inference and resource management
  • Implement and test new ideas through rapid prototyping
  • Help design and implement efficient inference pipelines
  • Develop scalable solutions for model deployment and serving
  • Create tools and frameworks for performance monitoring and optimization
  • Collaborate with engineering team on implementation
  • Build proofs of concept for new optimization techniques
  • Work closely with engineering team to implement research findings
  • Mentor team members on advanced optimization techniques
  • Contribute to technical strategy and roadmap
  • Collaborate with external research partners when appropriate
  • Help evaluate and integrate external research developments
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