Extropic is hiring a
Remote Thermo ML Resident
\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
💰 401(k)\n\n🌎 Distributed team\n\n⏰ Async\n\n🤓 Vision insurance\n\n🦷 Dental insurance\n\n🚑 Medical insurance\n\n🏖 Unlimited vacation\n\n🏖 Paid time off\n\n📆 4 day workweek\n\n💰 401k matching\n\n🏔 Company retreats\n\n🏬 Coworking budget\n\n📚 Learning budget\n\n💪 Free gym membership\n\n🧘 Mental wellness budget\n\n🖥 Home office budget\n\n🥧 Pay in crypto\n\n🥸 Pseudonymous\n\n💰 Profit sharing\n\n💰 Equity compensation\n\n⬜️ No whiteboard interview\n\n👀 No monitoring system\n\n🚫 No politics at work\n\n🎅 We hire old (and young)\n\n
\n\n#Location\nSan Francisco
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