Software Engineering Resident
Company: Extropic Corp
Location: San Francisco
Posted on: November 8, 2024
Job Description:
OverviewExtropic is looking for a Software Engineer with an
R&D focus to join our residency program. Our hardware massively
accelerates certain kinds of probabilistic inference, and residents
will help pioneer the software to design these thermodynamic models
and the engineering of training them.Responsibilities
- Collaborate with senior researchers and engineers to develop
and improve our software stack.
- Implement new algorithms designed to simulate our thermodynamic
hardware.
- Conduct tests and experiments to evaluate the effectiveness of
our thermodynamic models and other software solutions.
- Maintain comprehensive documentation of our software stack and
provide troubleshooting and internal support to
researchers.Required Qualifications
- Experience with debugging, maintaining, deploying python
packages.
- Experience with scientific Python.
- Strong experience with JAX.
- Experience with version control tooling (e.g. git) and CI/CD
tooling (e.g. GitHub actions).
- Experience with writing and designing software documentation,
and deploying it using standard tools (e.g. sphinx and
readthedocs).
- Knowledge of probability and linear algebra.
- Experience with infrastructure for machine learning
experimentation and training in parallel/distributed environments
(e.g. Slurm, Weights & Biases, etc.).Preferred Qualifications
- History of open source contributions to machine learning or
scientific frameworks.
- Experience with numerical methods (e.g. differential equation
solving, monte carlo integration, automatic differentiation,
etc.).
- Strong grasp of computational Bayesian methods, including MCMC
sampling methods, variational inference, and energy-based
models.
- Publications in ML or computational science venues.Few people
will have all of these skills, so anyone with partial overlap is
encouraged to apply!Salary: $75,000 - $150,000 a year, will vary
with experience.Extropic is an equal opportunity employer.
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Keywords: Extropic Corp, Tracy , Software Engineering Resident, IT / Software / Systems , San Francisco, California
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