Senior or Staff Machine Learning OPERATIONS ENGINEER
Company
Matterport
Location
Remote
Type
Full Time
Job Description
What you will do:
- Collaborate with machine learning engineers and data scientists to develop and implement efficient and scalable machine learning pipelines and workflows for training, validation, and deployment of models.
- Design and implement monitoring and testing frameworks to ensure the accuracy, reliability, and performance of machine learning models in production environments.
- Develop and maintain efficient and scalable data management processes for large-scale machine learning datasets.
- Work with software engineers to integrate machine learning models into our applications and services.
- Collaborate with the Infrastructure team to ensure the reliability, scalability, and security of our production systems.
- Stay up-to-date with the latest trends and best practices in MLOps, machine learning, and data management.
- Advocate for tools and technologies to accelerate research
- Distribute neural network training across fleets of compute servers to leverage massive datasets
- Optimize machine learning inference on mobile devices
What You Will Bring:
- Bachelor's degree in Computer Science, Electrical Engineering, or related field, or equivalent experience.
- 5-8+ years of experience in software engineering, MLOps, or related fields.
- Strong proficiency in Python and experience with machine learning frameworks such as TensorFlow, PyTorch, MMdetection, Detectron and, Pytorch Lightning.
- Strong knowledge of machine learning pipelines and workflows for training, validation, and deployment of models, e.g. Experience with containerization and orchestration tools such as Docker, Kubernetes, Kubeflow, MLFlow.
- Strong experience with AWS cloud services
- Strong knowledge of data management processes for large-scale machine learning datasets.
- Experience with DevOps and Infrastructure as Code (IaC) tools such as Terraform, Ansible, or CloudFormation.
- Strong knowledge of software engineering best practices, including version control, testing, and deployment.
- Experience with model quantization, distillation or other compression techniques.
- Excellent communication and collaboration skills.
Nice to Have:
- Master's degree or PhD in Computer Science, or related field
- Strong knowledge of C++
- Experience with 3D graphics, computer vision, point clouds, or spatial data
- Experience with data streaming and real-time processing frameworks such as Kafka
- Experience with ML dataset management tooling, such as Activeloop Deeplake..
- Experience with database technologies such as PostgreSQL, MySQL, or MongoDB.
- Experience with big data technologies such as Hadoop, Spark, or Hive.
- Experience with model interpretability and explainability techniques.
- Experience with building and deploying machine learning models on edge devices or IoT devices.
Perks & Benefits
- Comprehensive health plans – 100% of premiums covered for employees. (90% of family premiums)
- Flexible Time Off for Exempt Employees/Generous PTO plan for Non-Exempt Employees – Take time to rest, relax and explore! Plus we offer Summer Fridays!
- 401k, Company ownership in the form of RSU’s & ESPP Program
- Continuing Education & Commuter Benefits
- For more detail visit www.matterport.com/careers * Medical and retirement benefits vary by Country
Date Posted
11/06/2023
Views
3
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