Senior Machine Learning Engineer - Chemistry and Materials Science
Full Time
Senior Level
5+ years
Posted 2 weeks ago
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Develop leading machine learning frameworks like NVIDIA PhysicsNeMo and ALCHEMI, used by academic and industry partners to accelerate scientific discovery and solve real-world problems at scale. Collaborate with internal project teams to validate applications built using these frameworks across NVIDIA's products. Stay updated with deep learning research and implement new ideas to enhance NVIDIA's technologies by coupling physical simulations with AI/ML models.
Responsibilities
- Develop leading machine learning frameworks including NVIDIA PhysicsNeMo and ALCHEMI
- Work with internal project teams to validate applications built using the framework across NVIDIA's products
- Stay up to date with the latest research and innovations in deep learning techniques
- Implement and experiment with new ideas to develop and enhance NVIDIA's deep learning technologies that couple physical simulations with AI/ML models
Requirements
- BS or MS degree in computer science, mathematics, computational chemistry/materials science, physical chemistry or related technical field or equivalent experience
- 5+ years of relevant experience
- Strong Python programming skills
- Familiarity with containers, continuous integration/continuous development, numeric libraries, modular software design, and collaborative programming/engineering
- Good understanding and intuition for state-of-the-art AI/ML architectures and techniques including geometric deep learning, Euclidean neural networks, diffusion/flow matching
- Familiarity across the AI framework ecosystem: e.g. PyTorch, PyTorch Geometric, Jax, Flax
- Experience across the AI/ML model lifecycle: from dataset curation to training techniques, to inference deployment and performance optimization
- Proven track record of applying AI/ML techniques to solve real-world problems in chemistry and materials science
- Strong analytical skills with bias for action
- Good time management and organization skills
- Solid written and oral communications skills
- Good teamwork and interpersonal skills
Qualifications
- BS or MS degree (PhD preferred) in computer science, mathematics, computational chemistry/materials science, physical chemistry or related technical field or equivalent experience
- 5+ years of relevant experience
Nice to Have
- Work with distributed systems with data-parallel and model parallel programming experience
- Experience with CUDA Python
- Experience working with GPU (SIMT/Tile) parallelism
- Published papers in the field of AI with chemistry and materials science applications
- Presentations at major workshops and conferences; NeurIPS, ICLR, ICML
- Familiarity with accelerated simulation packages in quantum chemistry (e.g. PySCF, VASP) and/or molecular dynamics (e.g. LAMMPS, OpenMM)
Skills
AI/ML
*
Python
*
PyTorch
*
Distributed Systems
*
Containers
*
Geometric Deep Learning
*
JAX
*
Continuous Integration/Continuous Development
*
Numeric Libraries
*
Modular Software Design
*
Collaborative Programming/Engineering
*
Euclidean Neural Networks
*
Diffusion/Flow Matching
*
PyTorch Geometric
*
Flax
*
CUDA Python
*
GPU (SIMT/Tile) Parallelism
*
PySCF
*
VASP
*
LAMMPS
*
OpenMM
*
* Required skills
Benefits
Equity
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