Senior ML Engineer: Production APIs & Edge-Cloud

Ascenra

Northern (KY)

Hybrid

USD 170,000 - 286,000

Full time

14 days+
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Job summary

Samsara is hiring a Machine Learning Engineer for Safety AI to design and operate production ML backends, APIs, data pipelines and evaluation infrastructure for real-time safety features across millions of devices. This is a remote role open to candidates in the US or Canada.

You will partner with applied scientists, firmware and platform teams to translate research into scalable architectures, implement edge-to-cloud workflows, monitor model drift and latency, and ensure reliable,

Qualifications

  • 6+ years of experience as a Machine Learning Engineer or similar role.
  • Strong proficiency in one or more common languages (e.g., C++, Golang, Java, Python, Scala).
  • Proficiency with common ML tools (e.g. Ray/Ray Serve, MLflow, Grafana, Pytorch, Spark).
  • Experience deploying and iteratively refining models using real customer feedback loops.
  • Comfort with full-stack/backend development — you understand the data structures and dependencies underneath your models.
  • BS or MS in Computer Science or a related quantitative field.

Responsibilities

  • Design Production ML APIs: Architect and maintain reliable, low-latency APIs to integrate Safety AI model outputs directly into cloud applications.
  • Build Data Flywheels: Construct scalable pipelines to power continuous model iteration, backtesting, shadow and online evaluation, enabling fast and safe deployments.
  • Optimize & Serve Artifacts: Productionize model artifacts handed off by applied scientists, optimizing serving logic and fine-tuning models for platform-specific workloads.
  • Petabyte-Scale Operations: Process high-volume camera and sensor telematics data to support model execution, backtesting, and automated dataset curation.
  • Monitor & Maintain Rollout Health: Build systems to track model drift, precision/recall, and latency regressions in production, ensuring predictable failure modes and closed-loop data feedback.
  • Cross-Functional System Integration: Partner with firmware and platform teams to optimize edge-to-cloud model execution, balancing latency, throughput, and infrastructure cost.
  • Product Collaboration: Work with product managers to translate safety requirements into scalable technical architectures.
  • Champion Samsara’s cultural principles to scale globally and across new offices.

Skills

C++
Golang
Java
Python
Scala

Education

BS or MS in Computer Science or related field

Tools

Ray/Ray Serve
MLflow
Grafana
Pytorch
Spark

Job description

Samsara is hiring a Machine Learning Engineer for Safety AI to design and operate production ML backends, APIs, data pipelines and evaluation infrastructure for real-time safety features across millions of devices. This is a remote role open to candidates in the US or Canada.

You will partner with applied scientists, firmware and platform teams to translate research into scalable architectures, implement edge-to-cloud workflows, monitor model drift and latency, and ensure reliable,

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