Deep Learning Engineer Cover Letter Template

Dear Hiring Manager, I’ve spent the last few years building end-to-end deep learning solutions that run on GPUs and scale with data. At a minimum I look for where a model can actually move the needle in practice, not just in a notebook. In my last role I worked on a computer vision pipeline that processed streaming video at scale, using PyTorch and mixed precision to keep latency low and throughput high. My background covers TensorFlow and PyTorch, model deployment, and optimisation for inference on GPUs. I’m comfortable with CV and NLP tasks, from object detection to language grounding, and I’ve contributed to tooling around data pipelines, versioned experiments, and reproducible training. I’m keen to understand how [Company Name] approaches model governance, monitoring, and A/B testing in production. I recall a project where a model for visual search needed frequent updates without downtime. I led the refactor of the training loop, introduced a lightweight validation harness, and migrated to a streaming data source. The result was a significantly improved end-to-end latency and more reliable quality metrics across batches, with clearer visibility into model drift and deployment health. I’m available for a chat to discuss how my experience aligns with this role at [Company Name]. I’m happy to dive into specifics around latency targets, data freshness, and the kinds of models you’re exploring. Kind regards, [Your Name]