Applied ML Engineer - Edge Devices
Deepgram - United States
Hiring: Applied ML Engineer - Edge Devices Company: Deepgram Location: United States Job Posted Time: 2026-09-13 10:21:13 Target Skills & Keywords : Cloudflare, Embedded Systems, ONNX, PyTorch, Python, Twilio About the job Experience: •000 years of audio and transcribed more than 1 trillion words. There is no organization in the world that understands voice better than Deepgram. Required Skills: •Port Deepgram speech models to non-NVIDIA and edge platforms, adapting model structure and parameters so they run within the target's existing operator set, runtime, and kernels with minimal modification. •Own serving-side model decisions for edge targets: quantization and precision choices, operator substitution, graph rewrites, and architecture tweaks that fit a model to a device's constraints while holding accuracy and latency. •Validate every port on real hardware: build accuracy, latency, throughput, and memory benchmarks per platform, and catch regressions before a customer does. •Build the deployment path for edge targets: model packaging, conversion pipelines, versioning, and automated delivery so shipping a model to a new device is repeatable rather than bespoke. •Interface directly with Embedded AI Engineers when a standard kernel isn't enough: specify what the model needs, then adapt the model to use the custom kernel they deliver. •Partner with platform and silicon vendors on their runtimes and toolchains, and turn their expected model format and operator conventions into a working Deepgram deployment. •Feed edge constraints back to Research and Impeller so future models are easier to port, without taking on research or core productionization work yourself. •As the team grows, take on adjacent production concerns at the edge: automated deployment, model security and integrity on customer hardware, and fleet-level observability. Interested candidates, please apply directly through the job posting on company's career page or try via AI auto apply on this platform. Don't miss this opportunity to join a forward-thinking team!