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Tech Stack
Tools & technologiesPyTorchTensorflow
About the role
Key responsibilities & impact- Advance the Research Frontier: Drive original work on efficient, adaptive ML — including online learning, gradient-free methods, and novel architectures — and turn those advances into systems that run in production.
- Deliver Real-World Impact: Lead the design, implementation, and deployment of ML systems end-to-end, from research prototype to production.
- Shape the Roadmap: Contribute to research direction and product strategy, identifying which problems are worth solving and which methods are worth investing in.
- Hands-on Execution: Own implementation of data products at Adaption, addressing novel challenges in data, interaction, and evaluation with both creativity and engineering rigor.
Requirements
What you’ll need- 3–4 years of industry experience in machine learning or applied research, with a track record of deploying ML systems that solved real business problems.
- Strong software engineering skills and fluency with ML frameworks (e.g., PyTorch, JAX, TensorFlow).
- Hands-on experience with online learning, reinforcement learning, or efficient ML architectures.
- Solid understanding of data modeling for training and how curation decisions shape model performance.
- Excellent communication skills and the ability to align technical work with high-level goals.
- A mindset of ownership, curiosity, and a bias toward action.
- Bonus: experience training or fine-tuning models using human feedback, reward signals, or other adaptive learning techniques.
Benefits
Comp & perks- Flexible work: In-person collaboration in the Bay Area, a distributed global-first team, and team offsites.
- Adaption Passport: Annual travel stipend to explore a country you've never visited. We're building intelligence that evolves alongside you, so we encourage you to keep expanding your horizons.
- Lunch Stipend: Weekly meal allowance for take-out or grocery delivery.
- Well-Being: Comprehensive medical benefits and generous paid time off.
ATS Keywords
✓ Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills & Tools
machine learningonline learningreinforcement learningefficient ML architecturesdata modelingmodel performancesoftware engineeringadaptive learning techniquesgradient-free methodsnovel architectures
Soft Skills
communication skillsownershipcuriositybias toward actioncreativityengineering rigor