Orchard

Machine Learning Engineer

Orchard

full-time

Posted on:

Origin:  • 🇺🇸 United States • California

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Salary

💰 $150,000 - $215,000 per year

Job Level

Mid-LevelSenior

Tech Stack

AirflowApacheAWSAzureCloudDockerETLGoogle Cloud PlatformKubernetesPandasPythonPyTorchSparkSQLTensorflow

About the role

  • Build and maintain scalable ETL pipelines for processing large, diverse image datasets collected from our tractor-mounted camera systems in farms
  • Stay up-to-date with current literature in computer vision models and architectures, and apply relevant advancements to our systems
  • Develop, deploy, and monitor infrastructure for model training, evaluation, and inference, both in the cloud and on edge devices
  • Design and implement intelligent active sampling infrastructure to optimize data collection and improve model performance
  • Collaborate with a multidisciplinary team to integrate ML solutions into production robotics systems
  • Work closely with agronomists and farmers to understand crop biology and translate domain knowledge into actionable ML features
  • Be a generalist, supporting different parts of our software stack as needed

Requirements

  • 3-5+ years of experience building production-grade data pipelines and ML infrastructure
  • Proficiency in Python and experience with ML frameworks (e.g., TensorFlow, PyTorch)
  • Strong experience with data engineering tools (e.g., Pandas, SQL, Apache Airflow, Spark)
  • Familiarity with cloud platforms (AWS, GCP, or Azure) and containerization (Docker, Kubernetes)
  • Experience working with massive amounts of real-world training data
  • Familiarity with MLops software and data engineering to ensure consistent deployment of ML models
  • Ability to work independently, learn quickly, and operate in a dynamic environment
  • Enthusiasm for taking on multiple roles and responsibilities as our company grows
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