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  3. Staff Applied ML Engineer
Sila logo

Staff Applied ML Engineer

Sila
Alameda, California
Full Time
Posted April 8, 2026
$151k - $178k
Energy Storage
~109 people viewed this recently
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Job Description

The role involves building and deploying manufacturing intelligence systems that analyze plant data, develop predictive models, and create operational tools to improve manufacturing efficiency, quality, and reliability in a battery materials production environment.

Key Responsibilities

  • Build in-house manufacturing systems to ingest plant telemetry, live data, event logs, quality data, and operational context to improve prediction and response.
  • Reconstruct equipment and process behavior from raw data to identify deviations and surface meaningful insights.
  • Develop systems to detect process drift, classify fault patterns, and quantify operational risks before failures or quality issues occur.
  • Transform raw manufacturing signals into reliable services and applications that enhance uptime, yield, and operational speed.
  • Build and deploy machine learning models for anomaly detection, fault classification, process monitoring, and quality prediction.
  • Create models linking process conditions, equipment behavior, and intermediate results to product quality and performance outcomes.
  • Design and deploy production-grade APIs, model services, pipelines, and tools for day-to-day plant operations.
  • Collaborate with manufacturing and engineering teams to ensure outputs are technically sound and actionable.
  • Define architecture and roadmap for operations intelligence across manufacturing workflows.

Requirements

  • Bachelor's, Master's, or PhD in Engineering, Computer Science, Operations Research, Industrial Engineering, or a related technical field
  • Strong programming skills in Python and experience building production-quality software, internal applications, or data products beyond notebooks and dashboards
  • Strong experience with scientific computing and machine learning libraries such as pandas, NumPy, SciPy, scikit-learn, statsmodels, PyTorch, TensorFlow, XGBoost, or equivalent tools
  • Experience building and deploying software services, APIs, data pipelines, or internal platforms using tools such as FastAPI, Flask, SQL, Spark, Airflow, dbt, or similar technologies
  • Experience working with time-series, sensor, event, equipment, MES, historian, quality, or other industrial data
  • Experience training, validating, and deploying custom models for prediction, classification, anomaly detection, forecasting, optimization, or control-related use cases
  • Strong systems thinking and the ability to translate ambiguous plant problems into robust technical solutions
  • Experience taking technical systems from concept to deployment with measurable real-world impact
  • Strong written and verbal communication skills and the ability to work effectively across technical and operational teams
  • Ability to build and deploy machine learning models for anomaly detection, fault classification, process monitoring, quality prediction, forecasting, and related manufacturing use cases
  • Ability to develop models that connect recipe conditions, process parameters, equipment behavior, and intermediate process results to downstream product quality and performance outcomes
  • Ability to build feedforward and feedback models that use upstream signals, in-process data, and downstream results to improve decisions during execution
  • Experience designing and deploying production-grade APIs, model services, pipelines, and internal tools that are reliable enough for day-to-day plant use
  • Ability to partner closely with Manufacturing, Process Engineering, Controls, Quality, Data Systems, and Software teams to ensure outputs are technically sound and tied to real plant actions

Benefits & Perks

Compensation/salary range: $151,000 to $177,500
Work schedule: Onsite
Work environment perks: Inclusive and diverse environment, equal opportunity employer
Additional benefits: Benefits, perks, equity, and a competitive Total Rewards package

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