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Machine Learning Engineer

Evlo AI

midbackenddata San Francisco, CA 14 days ago via LinkedIn

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Tags

Machine LearningPythonPyTorchTensorFlowXGBoostPySparkMLOpsMLflowTriton Inference ServerKubernetes

About the role

Role overview

Build, scale, and maintain core machine learning infrastructure and production models for real-time personalization and predictive capabilities. You’ll translate research-grade algorithms into robust, low-latency services and work closely with product and data platform teams on end-to-end ML pipelines.

Responsibilities

  • Design, build, and deploy production-grade ML models for classification, recommendation, and NLP use cases
  • Develop and maintain scalable data pipelines and feature stores using Python, SQL, and PySpark for offline training and online serving
  • Optimize inference performance (latency/throughput) for real-time APIs using Triton Inference Server, ONNX, or TensorRT
  • Implement ML MLOps CI/CD pipelines using tools such as MLflow, Kubeflow, or AWS SageMaker for training, testing, and deployment
  • Set up continuous monitoring and alerting for data drift, concept drift, and model performance degradation
  • Write clean, modular, tested code in Python or Go; participate in code reviews and architecture discussions

Requirements

  • 3+ years of professional software engineering or ML engineering experience, including deploying models to production
  • Strong Python skills and deep familiarity with PyTorch, TensorFlow, or XGBoost
  • Hands-on experience with AWS or GCP and containerization technologies like Docker and Kubernetes
  • Solid understanding of software engineering best practices: version control, CI/CD, unit testing, system design
  • BS or MS in Computer Science, Data Science, Mathematics, or a related quantitative field

Bonus / Nice-to-haves

  • Experience with vector databases (Pinecone, Milvus)
  • Experience with Triton
  • Managing large-scale distributed training workloads

About Evlo AI

Evlo AI builds machine learning capabilities focused on real-time personalization and predictive features. The role centers on developing production ML infrastructure and models, bridging applied machine learning with data engineering.

Scraped 7/11/2026