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Senior Machine Learning Engineer

Samsara

full-remoteseniorpermanentbackenddata United States 115 days ago via LinkedIn

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Tags

Machine LearningSafety-Critical SystemsEdge ComputingCloud DeploymentReal-Time SystemsModel ObservabilityLatency OptimizationDrift DetectionIoTPerception

About the role

Role Overview

Senior Machine Learning Engineer to lead the architectural evolution of Samsara’s safety systems. You will move from siloed end-to-end models to a unified Perception Platform Layer, building infrastructure that converts raw sensor data into real-time, safety-critical decisions across cloud and edge.

Responsibilities

  • Platform Architecture & Unification: Lead the transition from fragmented, task-specific models to a modular perception platform with reusable components and downstream safety applications.
  • System Design: Design and implement real-time ML systems, covering the pipeline from sensor ingestion and tracking through risk reasoning and actuation, with clear interfaces and predictable behavior.
  • Hybrid Deployment: Integrate and orchestrate models across edge and cloud, including versioning, rollouts, and mission-critical fallback mechanisms.
  • Performance & Reliability Engineering: Own end-to-end latency and reliability for safety-critical pipelines; profile, schedule, and optimize messaging and backpressure across the stack.
  • Observability & Feedback Loops: Build monitoring to detect model drift, false positives/negatives, and latency regressions; close the loop so production data informs training.
  • Rigorous Evaluation & Safety: Develop evaluation frameworks for rare long-tail safety scenarios (text cuts off mid-sentence).

Requirements / What You Should Apply If

  • Strong motivation to create real-world impact in industries powered by physical operations (e.g., safety outcomes).
  • Ability and desire to build for scale (Samsara has millions of deployed IoT devices).
  • Growth mindset and willingness to learn across technologies, challenges, and customers.
  • Customer empathy and comfort collaborating with customer success and product managers; use metrics to improve outcomes.
  • Team-oriented collaboration while executing independently.

Nice-to-haves

  • Experience designing safety-critical or mission-critical real-time ML systems with hybrid edge/cloud deployments.
  • Experience with monitoring/observability, drift detection, and production-to-training feedback loops.

Location / Work Model

  • Remote (US-based candidates).

About Samsara

Samsara (NYSE: IOT) provides the Connected Operations Cloud platform, helping organizations that rely on physical operations turn IoT data into actionable insights. The company focuses on improving safety, efficiency, and sustainability across industries such as agriculture, construction, field services, transportation, and manufacturing.

Scraped 4/1/2026