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Skills · Make it fast and big

PyTorch

Course coming soon

Tensors, autograd and training loops in the framework most labs train with.

Mentioned in 144 of 339 recorded research roles (42%) and 240 of 1,827 technical roles (13%), in this recorded board.

Learn it here

The course page has its planned syllabus and a sign-up, which tells us how many people want it.

Explore opportunities

Everything here that teaches it

Nothing on this site teaches it yet. It is listed so you can see how often labs ask for it, and the course in preparation above has a sign-up.

Also in Make it fast and big: Inference and serving, JAX, Distributed training, GPU kernels.

Who asks for it

Recorded roles that mention it

240 recorded postings mention it. Here are the newest 60 research, fellowship, applied and ML-systems roles; the rest are on the role pages linked above. Each title opens the lab's own posting.

  1. LLM Scientist, AI for Science ↗

    Mistral AI · Research scientists and engineers · No degree stated

  2. Research Engineer, Inference Foundation ↗

    Mistral AI · Research scientists and engineers · No degree stated

  3. Member of Technical Staff, ML Platform ↗

    Runway · ML systems and infrastructure · No degree stated · $240k to $290k base

  4. Research Engineer, Mid-Training ↗

    Cognition · Research scientists and engineers · PhD required

  5. Research Engineer, ML Infrastructure ↗

    Cognition · Research scientists and engineers · PhD required

  6. Staff Research Engineer (LLM Pre-Training) ↗

    JetBrains (Junie, Mellum) · Research scientists and engineers · No degree stated

  7. AI Research Engineer, Post-Training ↗

    Lovable · Research scientists and engineers · No degree stated

  8. Research Engineer - Provenance (Paris) ↗

    Meta (Superintelligence Labs and FAIR) · Research scientists and engineers · No degree stated

  9. Research Scientist Intern, Robotics - Meta Superintelligence Labs (PhD) ↗

    Meta (Superintelligence Labs and FAIR) · Fellowships, residencies and internships · PhD required

  10. Machine Learning Scientist ↗

    Relace · Research scientists and engineers · Master's, PhD or equivalent

  11. Senior Research Engineer, Olmo + Molmo ↗

    Allen Institute for AI (Ai2) · Research scientists and engineers · PhD or equivalent experience · $174k to $261k base

  12. Performance Engineer, GPU ↗

    Anthropic · ML systems and infrastructure · No degree stated · $280k to $850k base

  13. Research Engineer / Research Scientist, RL Frontiers ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  14. Research Engineer / Research Scientist, Tokens ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $500k base

  15. Research Engineer, Code RL (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  16. Research Engineer, Discovery ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $850k base

  17. Research Engineer, Interpretability ↗

    Anthropic · Research scientists and engineers · No degree stated · $315k to $560k base

  18. Research Engineer, Machine Learning (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  19. Research Engineer, Machine Learning (Reinforcement Learning) ↗

    Anthropic · Research scientists and engineers · No degree stated

  20. Research Engineer, Machine Learning (RL Velocity) ↗

    Anthropic · Research scientists and engineers · No degree stated

  21. Research Engineer, Machine Learning (RL Velocity) ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  22. Research Engineer, Pretraining ↗

    Anthropic · Research scientists and engineers · Master's or PhD required

  23. Research Engineer, Pretraining Scaling ↗

    Anthropic · Research scientists and engineers · No degree stated · $350k to $850k base

  24. Research Engineer, Pretraining Scaling - London ↗

    Anthropic · Research scientists and engineers · No degree stated

  25. Research Engineer, RL Engineering ↗

    Anthropic · Research scientists and engineers · No degree stated · $500k to $850k base

  26. Research Engineer/Research Scientist, Pre-training ↗

    Anthropic · Research scientists and engineers · Master's or PhD required · $350k to $850k base

  27. Staff+ Software Engineer, ML Inference Path ↗

    Anthropic · ML systems and infrastructure · No degree stated · $320k to $485k base

  28. Researcher, Models ↗

    Cartesia · Research scientists and engineers · No degree stated · $180k to $350k base

  29. Researcher, Models (UK) ↗

    Cartesia · Research scientists and engineers · No degree stated

  30. Machine Learning Infrastructure Engineer ↗

    Character.AI · ML systems and infrastructure · No degree stated · $150k to $350k base

  31. Audio Inference Engineer, Model Efficiency ↗

    Cohere · ML systems and infrastructure · No degree stated

  32. Member of Technical Staff, Data Analysis and Evaluation ↗

    Cohere · Research scientists and engineers · No degree stated

  33. Member of Technical Staff, Integration/RL Team (Research Engineer) ↗

    Cohere · Research scientists and engineers · No degree stated

  34. Member of Technical Staff, Post-Training ↗

    Cohere · Research scientists and engineers · No degree stated

  35. Member of Technical Staff, Training Infra Engineer ↗

    Cohere · ML systems and infrastructure · No degree stated

  36. Member of Technical Staff, Training Performance Engineer ↗

    Cohere · ML systems and infrastructure · No degree stated

  37. Research Internship (Winter 2027) ↗

    Cohere · Fellowships, residencies and internships · PhD required

  38. Senior Member of Technical Staff, Multimodal AI ↗

    Cohere · Research scientists and engineers · No degree stated

  39. Senior Member of Technical Staff, Safety and Security for Agents ↗

    Cohere · Research scientists and engineers · No degree stated

  40. Senior ML Systems Engineer, Frameworks & Tooling ↗

    Cohere · ML systems and infrastructure · No degree stated

  41. Senior Research Engineer - Safety Tooling and Data ↗

    Cohere · Research scientists and engineers · No degree stated

  42. Senior Software Engineer, GPU Infrastructure (HPC) ↗

    Cohere · ML systems and infrastructure · No degree stated

  43. Manager, Applied AI Engineering, DeepMind ↗

    Google DeepMind · Applied AI and forward-deployed · Bachelor's or equivalent

  44. Post-training Agentic Research Scientist, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  45. Research Engineer, Advancing Agent Quality, DeepMind ↗

    Google DeepMind · Research scientists and engineers · No degree stated

  46. Research Engineer, Gemini Omni, DeepMind ↗

    Google DeepMind · Research scientists and engineers · No degree stated

  47. Research Engineer, GenAI, Information Tasks, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD preferred

  48. Research Engineer, Generative Media, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD preferred

  49. Research Engineer, Responsibility, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD preferred

  50. Research Engineer, Responsible Frontier AI Research, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD preferred

  51. Research Engineer, Responsible Frontier AI Research, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD preferred

  52. Research Engineer, World Models, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD preferred

  53. Research Scientist, Agents, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  54. Research Scientist, Multilingual, Multicultural and Multimodal LLM, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  55. Research Scientist/Engineer, Autonomous Security, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD or equivalent experience

  56. Research Scientist/Engineer, Frontier Reasoning, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD preferred

  57. Senior Research Engineer, Embodied Generalist Agent, Gaming, DeepMind ↗

    Google DeepMind · Research scientists and engineers · PhD preferred

  58. Software Engineer, Model Inference, DeepMind ↗

    Google DeepMind · ML systems and infrastructure · Bachelor's or equivalent

  59. Staff Research Engineer, Applied AI, DeepMind ↗

    Google DeepMind · Research scientists and engineers · Bachelor's or equivalent

  60. Staff Software Engineer, Inference Performance Optimization, GenAI, DeepMind ↗

    Google DeepMind · ML systems and infrastructure · Bachelor's or equivalent