About this role
As a Platform engineer, MLOps, you will be critical to deploying and managing cutting-edge infrastructure crucial for AI/ML operations, and you will collaborate with AI/ML engineers and researchers to develop a robust CI/CD pipeline that supports safe and reproducible experiments. Your expertise will also extend to setting up and maintaining monitoring, logging, and alerting systems to oversee extensive training runs and client-facing APIs. You will ensure that training environments are optimally available and efficiently managed across multiple clusters, enhancing our containerization and orchestration systems with advanced tools like Docker and Kubernetes.
This role demands a proactive approach to maintaining large Kubernetes clusters, optimizing system performance, and providing operational support for our suite of software solutions. If you are driven by challenges and motivated by the continuous pursuit of innovation, this role offers the opportunity to make a significant impact in a dynamic, fast-paced environment.
♀️ Your responsibilities:
Work closely with AI/ML engineers and researchers to design and deploy a CI/CD pipeline that ensures safe and reproducible experiments.
Set up and manage monitoring, logging, and alerting systems for extensive training runs and client-facing APIs.
Ensure training environments are consistently available and prepared across multiple clusters.
Develop and manage containerization and orchestration systems utilizing tools such as Docker and Kubernetes.
Operate and oversee large Kubernetes clusters with GPU workloads.
Improve reliability, quality, and time-to-market of our suite of software solutions
Measure and optimize system performance, with an eye toward pushing our capabilities forward, getting ahead of customer needs, and innovating for continual improvement
Provide primary operational support and engineering for multiple large-scale distributed software applications
⭐️ Is this you?
You have professional experience with:
Model training
Huggingface Transformers
Pytorch
vLLM
TensorRT
Infrastructure as code tools like Terraform
Scripting languages such as Python or Bash
Cloud platforms such as Google Cloud, AWS or Azure
Git and GitHub workflows
Tracing and Monitoring
Familiar with high-performance, large-scale ML systems
You have a knack for troubleshooting complex systems and enjoy solving challenging problems
Proactive in identifying problems, performance bottlenecks, and areas for improvement
Take pride in building and operating scalable, reliable, secure systems
Familiar with monitoring tools such as Prometheus, Grafana, or similar
Are comfortable with ambiguity and rapid change
Preferred skills and experience:
Familiar with monitoring tools such as Prometheus, Grafana, or similar
5+ years building core infrastructure
Experience running inference clusters at scale
Experience operating orchestration systems such as Kubernetes at scale
#LI-Remote
Benefits & perks (US Full-time employees)
Generous PTO, plus company holidays
Medical, dental, and vision coverage for you and your family
Paid parental leave for all parents (12 weeks)
Fertility and family planning support
Early-detection cancer testing through Galleri
Flexible spending account and dependent FSA options
Health savings account for eligible plans with company contribution
Annual work-life stipends for:
Home office setup, cell phone, internet
Wellness stipend for gym, massage/chiropractor, personal training, etc.
Learning and development stipend
Company-wide off-sites and team off-sites
Competitive compensation, company stock options and 401k
Writer is an equal-opportunity employer and is committed to diversity. We don't make hiring or employment decisions based on race, color, religion, creed, gender, national origin, age, disability, veteran status, marital status, pregnancy, sex, gender expression or identity, sexual orientation, citizenship, or any other basis protected by applicable local, state or federal law. Under the San Francisco Fair Chance Ordinance, we will consider for employment qualified applicants with arrest and conviction records.
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