Remote Senior Machine Learning Platform Engineer
SumerSports
πRemote - Worldwide
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Job highlights
Summary
Join our platform engineering team as a Senior ML Platform Engineer to design and implement scalable MLOps processes that support real-time inference and data processing. You will collaborate closely with product engineering, data science, and machine learning teams to enhance our machine learning capabilities and infrastructure.
Requirements
- Strong expertise in Python and libraries for machine learning and data processing
- Extensive experience with Kubernetes, including deployments, scaling, and management of containerized applications
- In-depth knowledge of AWS services related to computing, storage, and machine learning
- Hands-on experience with building and deploying generative AI and statistical models
- Solid understanding of feature engineering, data preprocessing, and data integration techniques
- Familiarity with MLOps tools and best practices, including automation, monitoring, and orchestration
Responsibilities
- Develop and maintain scalable and efficient machine learning pipelines capable of processing large volumes of data in real time
- Work independently to deploy, manage, and monitor machine learning models, ensuring high performance and reliability
- Collaborate with product engineering, data science, and ML teams to integrate advanced machine learning features into our products
- Deploy and manage ML models using Kubernetes on AWS, ensuring high availability and low latency for real-time inference
- Implement continuous integration and delivery (CI/CD) processes for machine learning systems, ensuring rapid and safe deployment of features
- Optimize data and feature engineering processes to enhance model performance and reliability
- Monitor and evaluate model performance, making adjustments and improvements as needed
- Ensure compliance with data privacy and security protocols throughout the model lifecycle
- Contribute to the strategic planning and development of ML projects, ensuring alignment with business objectives and technological advancement
Benefits
- Comprehensive health insurance plan
- Retirement savings plan (401k) with company match
- Remote working environment
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