ML Engineer

Monarch

$160K — $260K *
Information Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Strong production software engineering experience in Python and modern machine-learning or data systems.
  • Experience deploying and operating model-training, feature, evaluation, or inference pipelines in a cloud environment.
  • Fluency with testing, observability, data validation, version control, and reproducible computational workflows.
  • Ability to work with large video datasets and structured scientific data.
  • Ability to collaborate closely with researchers while making sound engineering tradeoffs.

Responsibilities

  • Own pipelines for ingesting, validating, versioning, and joining assay videos, metadata, compound records, model features, and experimental outcomes.
  • Build reproducible training and evaluation infrastructure with clear data lineage, model versioning, automated tests, and auditable outputs.
  • Turn research prototypes into dependable batch and online systems that can rank compounds and surface recommendations through our tools.
  • Monitor data quality, distribution shift, calibration, latency, cost, and failures as the number of labs and assays grows.
  • Design interfaces between computer vision, molecular models, active-learning systems, and the lab workflow.
  • Improve developer and researcher velocity without weakening scientific reproducibility or access controls.

Benefits

  • Equity opportunities.
  • Full-time position in a collaborative in-office environment.
  • Access to advanced data infrastructure and tools.
  • Opportunity to work closely with interdisciplinary research teams.
Full Job Description
Full-time, in-office in Emeryville, California. $160,000-$260,000 annual base salary plus equity.

Build the reliable systems that carry our data from an assay recording to a reproducible model, an evaluated prediction, and a usable recommendation for the next experiment.

Key Responsibilities
• Own pipelines for ingesting, validating, versioning, and joining assay videos, metadata, compound records, model features, and experimental outcomes
• Build reproducible training and evaluation infrastructure with clear data lineage, model versioning, automated tests, and auditable outputs
• Turn research prototypes into dependable batch and online systems that can rank compounds and surface recommendations through our tools
• Monitor data quality, distribution shift, calibration, latency, cost, and failures as the number of labs and assays grows
• Design interfaces between computer vision, molecular models, active-learning systems, and the lab workflow
• Improve developer and researcher velocity without weakening scientific reproducibility or access controls

Qualifications
• Strong production software engineering experience in Python and modern machine-learning or data systems
• Experience deploying and operating model-training, feature, evaluation, or inference pipelines in a cloud environment
• Fluency with testing, observability, data validation, version control, and reproducible computational workflows
• Ability to work with large video datasets and structured scientific data
• Ability to collaborate closely with researchers while making sound engineering tradeoffs

Desired Attributes
• Experience with PyTorch, JAX, or TensorFlow and workflow-orchestration tools
• Experience on Google Cloud or with large-scale object-storage pipelines
• Familiarity with computer vision, molecular machine learning, active learning, or scientific data platforms
• Instinct for simple systems, explicit failure modes, and measurable reliability

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