Matterport - Senior ML Ops Engineer
$173k - $253kCoStar Group
Matterport - Senior ML Ops Engineer
Matterport, a part of CoStar Group, is leading the digital transformation of the built world with its spatial computing platform.
About the Role
As a Senior MLOps Engineer at Matterport, you will be pivotal in enhancing the performance, efficiency, and scalability of our machine learning models. You will work closely with ML R&D Engineers and other teams to analyze model performance, optimize inference speed, and ensure seamless integration into our platform.
What you will do
- Analyze and profile machine learning models to identify performance bottlenecks and areas for optimization.
- Implement and apply model optimization techniques such as quantization, pruning, distillation, and neural architecture search to improve inference speed and reduce resource consumption.
- Develop and integrate specialized libraries and tools for efficient model execution on various hardware platforms (e.g., GPUs, CPUs, edge devices).
- Collaborate with ML R&D Engineers to understand model architectures, training procedures, and deployment requirements.
- Design and conduct experiments to measure the impact of optimization techniques on model performance and accuracy.
- Automate model optimization workflows and build robust continuous integration/continuous deployment (CI/CD) pipelines for optimized models.
- Stay up-to-date with the latest research and industry trends in ML model optimization, hardware acceleration, and efficient AI.
- Contribute to the continuous improvement of MLOps practices and infrastructure for model deployment and monitoring.
- Ensure the scalability and reliability of optimized models in production environments.
Basic Qualifications
- Bachelor's degree in Computer Science, Data Science, Engineering, or a related quantitative field, or equivalent practical experience.
- 3+ years of experience in machine learning engineering, with a focus on model optimization and deployment.
- Proficiency in Python and strong programming skills.
- Experience with machine learning frameworks (e.g., TensorFlow, PyTorch) and optimization libraries.
- Solid understanding of machine learning algorithms, model architectures, and deep learning concepts.
- Experience with cloud platforms (e.g., AWS, Azure, GCP) and deploying ML models in cloud environments.
- Familiarity with version control systems (e.g., Git) and agile development methodologies.
- Excellent problem-solving skills and attention to detail, particularly in model performance and accuracy.
- Strong verbal and written communication skills.
Preferred Qualifications
- Master's degree in Computer Science, Data Science, or a related quantitative field.
- 5+ years of industry experience in ML Model Optimization, ML Engineering, or MLOps, particularly with large-scale 2D/3D computer vision models.
- Experience with hardware-aware model optimization and deployment to edge devices.
- Knowledge of model compression techniques and their practical application.
- Experience with workflow orchestration tools (e.g. Temporal, Airflow, Kubeflow).
- Familiarity with containerization technologies (e.g., Docker, Kubernetes).
- Demonstrated ability to build and maintain robust, scalable, and automated ML model deployment pipelines.
- Experience working in a fast-paced R&D environment.
- Excellent communication skills, both written and verbal, with the ability to articulate complex technical concepts to diverse audiences.
Perks & Benefits
- Comprehensive healthcare coverage: Medical / Vision / Dental / Prescription Drug
- Life, legal, and supplementary insurance
- Virtual and in person mental health counseling services for individuals and family
- Commuter and parking benefits
- 401(K) retirement plan with matching contributions
- Employee stock purchase plan
- Paid time off
- Tuition reimbursement
- Access to CoStar Group’s Employee Resource Groups
- Complimentary in office gourmet coffee, tea, hot chocolate, fresh fruit, and other healthy snacks
Location: Sunnyvale, CA. Work schedule: 4 days on-site and 1 day remote.
This position offers an annual base salary pay range from $173,000 - $253,000 determined by relevant skills and experience, in addition to uncapped commission opportunities and a generous benefits plan.
CoStar Group is an Equal Employment Opportunity Employer; we maintain a drug-free workplace and perform pre-employment substance abuse testing.
#J-18808-Ljbffr$173k - $253k
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