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\nOverview\nExtropic is looking for junior ML scientists to join our residency program on either a part-time or full-time basis. Our hardware massively accelerates certain kinds of probabilistic inference, and residents will help pioneer the science of training models in the thermodynamic paradigm.\n\n\n\n\n\nResponsibilities\n* Collaborate with senior researchers to derive the theory of new probabilistic models and their learning rules, including energy-based models and diffusion models\n* Scale up experimentation infrastructure and optimize over the design space of models\n* Implement, visualize, and evaluate new architectures, training algorithms, and benchmarks\n* Publish papers, contribute to open source, and communicate design insights to our hardware team\n\n\n\nRequired Qualifications\n* Experience in scientific Python\n* Experience with JAX or similar deep learning framework (PyTorch, TensorFlow, or Keras)\n* Strong foundations in probability and linear algebra\n* Projects or papers demonstrating hands-on experience in applied machine learning and data science\n* Familiarity with deep learning theory and literature, including theory of over-parameterization and scaling laws\n\n\n\nPreferred Qualifications\n* Experience training energy-based models (EBMs) or diffusion models\n* Experience with graph neural networks (GNNs) or graph message passing algorithms \n* Experience with infrastructure for deep learning experimentation and training (Slurm, Ray, Kubernetes, Weights & Biases, etc.)\n* Strong theoretical background in information geometry\n* Strong grasp of computational Bayesian methods, including MCMC sampling methods and variational inference\n* Publications in top ML conferences (NeurIPS, ICML, ICLR, CVPR, etc.)\n\n\n\n\n\n$75,000 - $150,000 a yearSalary and equity compensation will vary with experience\n\nExtropic is an equal opportunity employer \n\n#Salary and compensation\n
No salary data published by company so we estimated salary based on similar jobs related to Design, Senior and Junior jobs that are similar:\n\n
$20,000 — $55,000/year\n
\n\n#Benefits\n
๐ฐ Equity compensation\n\n
\n\n#Location\nSan Francisco
# How do you apply?\n\nThis job post has been closed by the poster, which means they probably have enough applicants now. Please do not apply.