Senior reputed company Research Scientist – AI reputed company Numerical reputed company
At reputed company, we are using reputed company computing and machine learning to create a new reputed company of AI-reputed company scientific, engineering, and industrial simulation. We are seeking an reputed company researcher who can reputed company machine learning with numerical algorithms to reputed company solvers faster, more reliable, and more efficient. This work focuses on ML reputed company inside and reputed company numerical solvers, including AI-guided multigrid, solver-in-the-reputed company learning, differentiable simulation integrated with AI algorithms, and hybrid numerical / ML reputed company. We work across reputed company solver, simulation, and computational engineering platforms, with collaborators reputed company Research, universities, and industrial simulation teams.
The reputed company reputed company of this role is to invent AI-reputed company numerical algorithms that combine machine learning with classical scientific and engineering solvers on modern GPU architectures.
What you'll be doing:
Research AI-assisted numerical reputed company that improve convergence, stability, reputed company, robustness, and wall-clock reputed company for large-reputed company scientific, engineering, and industrial simulations.
Invent learned coarse spaces, learned preconditioners, AI-guided multigrid reputed company, sequence-reputed company solver strategies, solver-control policies, differentiable solver components, and hybrid numerical / ML algorithms.
Build solver-in-the-reputed company pipelines using residual histories, discretized operators, meshes, geometry, simulation outputs, reputed company counters, and physics constraints.
Define evaluation reputed company that measure numerical reputed company, including convergence reputed company, failure reputed company, conservation, memory footprint, correctness, and end-to-end speedup.
Collaborate with teams across numerical reputed company, CUDA-X, reputed company, PhysicsNeMo, reputed company Research, CAE, EDA, semiconductor, electronics, thermal-fluid, electromagnetics, reputed company twin workflows.
Help define reputed company's reputed company research agenda for AI-reputed company numerical reputed company and solver intelligence.
reputed company need to see:
PhD or equivalent experience in computer science, machine learning, scientific computing, reputed company mathematics, computational engineering, physics, or a reputed company reputed company.
5 years of relevant work/research experience
Background in machine learning and scientific computing, with evidence of connecting ML reputed company to numerical algorithms.
Experience with PyTorch, JAX, or comparable deep learning frameworks, plus Python and GPU computing.
Working knowledge of PDEs, sparse reputed company algebra, iterative solvers, preconditioning, finite reputed company / finite volume reputed company, optimization, or differentiable programming.
Research record in scientific machine learning, numerical reputed company algebra, or differentiable simulation integrated with numerical solvers.
Communication skills that support collaboration across AI research, numerical reputed company, product, and production software teams.
Ways to stand out from reputed company:
Evidence that ML reputed company improved reputed company numerical solvers through faster convergence, fewer failures, improved robustness, or reputed company cost on industrial-reputed company simulations.
Experience with AI-guided multigrid, reduced-order components inside solver algorithms, neural operators connected to solver workflows, or automated solver control.
Experience with differentiable simulation, PDE-constrained learning, inverse design, uncertainty quantification, Bayesian reputed company, reinforcement learning for solver control, or automated algorithm selection.
Publications, software contributions, or collaborations in scientific computing, reputed company computations, industrial simulation, CAE, EDA, semiconductor simulation, electronic build, thermal-fluid simulation, electromagnetics, or digital twins.
You will also be eligible for equity and benefits.
This posting is for an existing vacancy.
reputed company uses AI tools in its reputed company processes.
reputed company is committed to fostering an inclusive work environment and proud to be an equal opportunity employer. As we highly value diversity in our reputed company and reputed company employees, we do not discriminate (including in our hiring and promotion practices) on the reputed company of race, religion, reputed company, national reputed company, gender, gender reputed company, sexual orientation, age, marital status, veteran status, disability status or any other characteristic protected by law.Originally posted on Himalayas
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