Senior Researcher
4 dni temu
On behalf of World famous ICT company - Huawei, we are seeking a
Researcher / Senior Researcher
through an agency agreement
Researcher / Senior Researcher (Numerical Optimization, Complex systems, Control Theory, Statistical Physics
)Work location: Wola,Warsa
**w
Responsibilitie**
- s:Conduct applied research in the area of high-performance optimization, with strong focus on novel methods for hardware-accelerated solvers (such as simulated dynamical networks for combinatorial optimization, control theory for automated parameter scheduling, operator level analysis and reformulation of algorithms, statistical methods such as replicas for enhanced accuracy and optimized hardware usage, etc
- .)Mathematical modeling of real-life optimization scenarios (such as objectives and constraints based on physical scenarios and product requirement
- s)Design, deploy, and test optimization algorithms related to the research targets with the goal to address concrete challenges from various applications and products within Huawei, such as (but not limited to) ML/AI, Wireless, Cloud computin
- g.Applied research with the goal of developing novel architectures in the field of machine learning with focus on generative AI, including implementation, training, and testing of model
- s.Define, lead, and drive projects, with a strong collaborative mindset towards other groups within Huaw
- eiInitiate collaborations and projects with leading academic research groups in related field
**s.
Requiremen**
- ts:PhD degree in Physics, Applied Mathematics, Computer Science, Statistics, Engineering, other related fie
- ldsHave good knowledge (with publication record) and experience in at least one of the following fiel
- ds:Optimization (good knowledge in numerical optimization, solver knowledge for various problem classes such as QUBOs, (mixed) integer programming, linear programming, et
- c.)Physical systems for optimization (reservoir computing, physical networks, annealers, Ising machin
- es)Dynamical systems, Complex networks, Optimal control the
- oryNumerical methods for ordinary/partial differential equati
- onsMachine Learning (LLMs, autoencoders, et
- c.)Deep knowledge of backbone architectures for LLMs and diffusion models (at theoretical and implementation leve
- ls)Practical usage of Diffusion models (e.g. training, acceleration, distillati
- on)Have strong programming skills, experienced in one or more programming languages including but not limited to Python,
- C++Have excellent teamwork spirit and communication skil
**ls.
Optional (Candidates with experience in one or more of the following areas of application will be prioritiz**
- ed):High-performance computing (speed-of-light analyses of basic operations that can identify performance bottlenecks, stability properties (iso-efficiency), trade-off effects (e.g. memory vs. communication), etc. for operators that provide functionalities at a level similar to BLAS, SparseBLAS, GraphBLAS, LAPACK, LAGraph, e
**tc.)
What we o**
- ffer:Full time office work in Wola, W
- arsawContract of employment, Agency agree
- ment Private healthcare package. We offer premium private healthcare package for our emplo
- yees.Sport Cards. Our employees can choose from many options within sport subscriptions and sport associat
- ions.Benefit Platform. You can choose your benefits on our Benefit Platform e.g.: cinema/theater tickets and discounts, shopping cards and many
- more.Special discounts for employees. We cooperate with various local companies to offer unique promotions only for our Emplo
- yees.Office massages. It is a 15-minute chair-based massage. The massage therapist focuses on your back, neck, shoulders and
arms.
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