Research Engineer cover letter example

Kestrel Compute Labs

Dear Hiring Team,

I am writing to express my interest in the Research Engineer position at Kestrel Compute Labs. With an academic background in applied mathematics and computer science alongside practical experience in machine learning systems, I specialize in translating algorithmic concepts into performant, reliable software. Having followed Kestrel Compute Labs' focus on high-throughput numerical modeling and scalable deep learning pipelines, I am eager to contribute my background in GPU profiling and distributed computing to your research initiatives.

In my current role as an Associate Research Engineer at Vortexa Dynamics Labs, I implement and benchmark PyTorch models for sparse matrix estimation across multi-GPU compute nodes. Working closely with senior researchers, I translate mathematical formulations into reproducible code while maintaining automated experiment workflows and artifact logging using MLflow and Docker containers. Through detailed profiling of execution bottlenecks with NVIDIA Nsight Systems, I helped improve pipeline efficiency, reducing inference latency by 18% on evaluation runs.

Complementing my industry experience, I completed my Master of Science in Computer Science at the University of Texas at Austin with coursework focused on numerical optimization and scientific computing. During this time, I engineered an open research library in C++ and CUDA implementing parallel matrix decomposition algorithms for high-dimensional matrices, achieving a 2.4x speedup over reference single-threaded CPU implementations. This project deepened my competency in low-level linear algebra routines and continuous integration benchmarking.

I welcome the opportunity to discuss how my technical background in PyTorch development, model profiling, and numerical computing aligns with the research engineering objectives at Kestrel Compute Labs. Thank you for your time and consideration.

Sincerely,

Clara Mercer