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Extropic
about 22 hours ago
full-timejuniorpart-timeseniortraining

OverviewExtropic 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.Responsibilities* Collaborate with senior researchers to derive the theory of new probabilistic models and their learning rules, including energy-based models and diffusion models* Scale up experimentation infrastructure and optimize over the design space of models* Implement, visualize, and evaluate new architectures, training algorithms, and benchmarks* Publish papers, contribute to open source, and communicate design insights to our hardware teamRequired Qualifications* Experience in scientific Python* Experience with JAX or similar deep learning framework (PyTorch, TensorFlow, or Keras)* Strong foundations in probability and linear algebra* Projects or papers demonstrating hands-on experience in applied machine learning and data science* Familiarity with deep learning theory and literature, including theory of over-parameterization and scaling lawsPreferred Qualifications* Experience training energy-based models (EBMs) or diffusion models* Experience with graph neural networks (GNNs) or graph message passing algorithms * Experience with infrastructure for deep learning experimentation and training (Slurm, Ray, Kubernetes, Weights & Biases, etc.)* Strong theoretical background in information geometry* Strong grasp of computational Bayesian methods, including MCMC sampling methods and variational inference* Publications in top ML conferences (NeurIPS, ICML, ICLR, CVPR, etc.)$75,000 - $150,000 a yearSalary and equity compensation will vary with experienceExtropic is an equal opportunity employer #Salary and compensation

No salary data published by company so we estimated salary based on similar jobs related to Design, Senior and Junior jobs that are similar:
$20,000 — $55,000/year#LocationSan Francisco