AI Efficiency Expert
2 weeks ago
MatX aims to revolutionize artificial intelligence by developing efficient AI models that leverage the capabilities of physics.
We are creating comprehensive, vertically integrated full-stack solutions that span from silicon to systems, encompassing both hardware and software components. These solutions are designed to handle large machine learning workloads for advanced generative intelligence.
Key Responsibilities- Performance Modeling: Develop accurate performance models to guide scheduling decisions for existing and future machine learning models.
- Distributed Training and Serving: Create high-quality libraries for efficient distributed training and serving.
- Collaboration and Integration: Work closely with architects, hardware, and software teams to drive solutions from model development to deployment on metal.
- Bachelor's or Master's degree in Computer Science, Engineering, or a related field.
- Strong programming skills in Python.
- Expertise in machine learning frameworks such as JAX, PyTorch, or TensorFlow.
- Deep understanding of the Transformer architecture.
- Experience with distributed computing, high-performance networking, or large-scale machine learning systems.
- Hands-on experience with flash attention, quantization, pruning, or other system performance optimizations.
- Fluency in parallelism strategies that balance computation, communication, and memory to improve throughput and latency of large models.
- Experience with performance analysis tools and profilers for large-scale systems.
- Solid understanding of computer architecture and low-level optimization techniques.
- A track record of impactful machine learning systems research through publication and/or industrial practice.
- Experiences in pre-silicon exploration, post-silicon bringup, and fleet debug.
The estimated annual salary for this position is $185,000, plus equity and benefits. We value diversity and inclusivity and are committed to equal employment opportunity.
This role requires authorization to work in the United States and may involve working from our offices in Mountain View on Tuesdays-Thursdays.
Benefits include:
- A competitive salary range of $120,000 - $400,000.
- Equity participation in the company.
- A comprehensive benefits package.
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