Neural Network Optimization Expert
1 week ago
Role Overview
We are seeking an experienced Neural Network Optimization Expert to join our AI team. As a key contributor, you will be responsible for developing and implementing efficient algorithms and techniques to optimize our neural network training and auto-labeling infrastructure for both Autopilot and the Humanoid robot.
Responsibilities
- Develop and implement efficient algorithms and techniques to optimize neural network training
- Collaborate with cross-functional teams to integrate optimized solutions into production environments
- Profile and analyze workloads to identify areas for improvement
- Communicate technical findings and recommendations to stakeholders
Requirements
- Extensive experience in CUDA kernel programming and pushing GPUs to their limits
- Experience programming in Python
- Experience with at least one deep learning framework (ideally in PyTorch)
- Demonstrated experience in profiling CPU/GPU code
- Proficient in system-level software, in particular hardware-software interactions and resource utilization
- Good knowledge of CUDA kernels used in training state-of-the-art deep learning models
- Experience with high-performance networking (e.g. Infiniband, RDMA, NCCL)
- Experience with Triton, preferred
Compensation and Benefits
Tesla offers a competitive salary range of $104,000 - $360,000/annual salary, plus cash and stock awards, and benefits package that includes medical, dental, vision plans, 401(k) with employer match, Employee Stock Purchase Plans, and other financial benefits.
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