Soma Capital Portfolio Jobs

Deep Learning Infrastructure Engineer

Overview

Overview

Other Engineering
San Francisco, CA, USA
Posted on Wednesday, April 5, 2023

At Overview we are building an end-to-end computer vision platform to democratize manufacturing's access to state of the art deep learning. Delivering on reliable and accurate models is a key component of this. We are looking for someone who knows the ins and outs of DL infra to help us scale up.

Responsibilities

  • Working on automating CV/DL pipeline, including identifying and solving for bottlenecks
  • Choosing and implementing the best tools to strengthen our pipeline
  • Collaborate with our DL engineers to get high performing models into customers hands
  • Build, manage, scale our training pipeline
  • Developing tools that monitor models to ensure long term stability and accuracy
  • Tooling around active learning to improve models over time and avoid model drift

Helpful Experience

  • Having deployed models to several platforms including edge devices and cloud
  • Experience with Jetson Jetpack and/or Triton Inference Server
  • Managing TensorRT or ONNX deployments
  • Having managed an end to end deep learning project from data collection to deployment
  • Experience with Docker
  • Experience with Python/C++