Job Application for Software Engineer, Numerics at DeepMind

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Snapshot:

Artificial Intelligence could be one of humanity’s most useful inventions. At DeepMind, we’re a team of scientists, engineers, machine learning experts and more, working together to advance the state of the art in artificial intelligence. We use our technologies for widespread public benefit and scientific discovery, and collaborate with others on critical challenges, ensuring safety and ethics are the highest priority.

About Us:

This is a high impact role that will impact the efficiency of serving through very low precision and sparse models. Additionally, this role will help drive the future Google HW roadmap to support forward looking numerics. This role offers the unique opportunity to address a historically underserved but increasingly critical area in the advancement of AI.

The Role:

This high-impact position is responsible for deciding the precision, numerics, and sparsity formats used by key Google AI models and ensuring these decisions are reflected in the roadmaps for corresponding hardware. You will have the opportunity to influence the very architecture of Google's custom silicon for AI.

Decide the precision, numerics, and sparsity formats used by production models
Drive novel research advancements and bringing the most impactful ideas into production

About You:

In order to set you up for success as a Software Engineer at Google DeepMind, we look for the following skills and experience:

PhD in Computer Science or related field with at least 2+ years of relevant experience.
Strong software-engineering skills in addition to a research background
Deep understanding of the numerics/quantization/sparsity literature
Practical experience driving low precision and sparse models through to production

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Describe your most impactful project involving model quantization or sparsity. What was the core challenge, what was your approach, and how did your solution interact with the underlying hardware?

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Software Engineer, Numerics

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