7 часов назад
Senior Machine Learning Research Engineer (AI)
150 000 - 250 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Machine Learning Research Engineer (AI): Developing probabilistic ML theory and training models in the thermodynamic paradigm with an accent on energy-based models and diffusion models. Focus on scaling experimentation infrastructure, implementing new architectures, and bridging the gap between theoretical research and hardware-accelerated deployment.
Location: On-site in San Francisco
Salary: $150,000 – $250,000 + Equity
is a hardware company building systems to massively accelerate probabilistic inference.
What you will do
- Collaborate with researchers and physicists to derive theory for new probabilistic models, including energy-based and diffusion models.
- Scale experimentation infrastructure and optimize model design spaces.
- Implement, visualize, and evaluate new architectures, training algorithms, and benchmarks.
- Publish research papers and contribute to open-source projects.
- Communicate design insights to the hardware team and create production models for domain experts.
Requirements
- Must be based in San Francisco for on-site work.
- Strong proficiency in scientific Python and at least one deep learning framework (PyTorch, JAX, TensorFlow, or Keras).
- Extremely strong foundations in probability and linear algebra.
- Proven experience with deep learning theory, including over-parameterization and scaling laws.
- Publications in top ML conferences such as NeurIPS, ICML, ICLR, or CVPR.
- Experience training and deploying high-performance models using infrastructure like Slurm, Ray, Weights & Biases, AWS, or ONNX.
Nice to have
- Experience designing probabilistic graphical models (PGM) or energy-based models (EBMs).
- Background in numerical methods, message passing, or graph neural networks (GNNs).
- Theoretical expertise in information geometry, random matrix theory, or computational Bayesian methods.
Culture & Benefits
- Competitive salary and equity compensation package.
- Opportunity to lead research directions in a cutting-edge thermodynamic paradigm.
- Work at the intersection of hardware, software, physics, and mathematics.
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