Demo

Machine Learning Engineer

DeepRec.ai
San Francisco, CA Full Time
POSTED ON 1/26/2025
AVAILABLE BEFORE 4/15/2025

Job Title : Machine Learning Engineer

Location : Bay Area

Salary : 190,000 Equity Benefits

Key Responsibilities

  • Deploy, monitor, and maintain machine learning models in production to guarantee high availability and low latency.
  • Collaborate with cross-functional teams, including data scientists and engineers, to optimize model performance and resource usage.
  • Design and implement systems for efficient real-time inference and batch processing of data.
  • Manage the full lifecycle of machine learning models, from deployment to updates and scaling, ensuring minimal disruptions.
  • Build tools and frameworks to automate model training, validation, testing, and deployment workflows.
  • Stay up-to-date with best practices and emerging technologies for model deployment and integrate them into the infrastructure.
  • Partner with product teams to incorporate AI capabilities into end-user applications.

Primary Responsibilities

  • Deploy scalable machine learning systems across diverse environments and platforms.
  • Optimize ML pipelines to enhance performance and processing speed.
  • Monitor and maintain the performance of deployed models, fine-tuning inference configurations as needed.
  • Ensure all deployment workflows comply with data privacy and security standards.
  • Offer technical guidance to improve architecture and product features.
  • Requirements

  • Proven experience deploying and managing machine learning models in production settings.
  • Expertise with ML serving frameworks (e.g., TensorFlow Serving, TorchServe) and cloud infrastructure (AWS, GCP, Azure).
  • Advanced proficiency in Python and knowledge of software development principles.
  • Hands-on experience with containerization and orchestration tools like Docker and Kubernetes.
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