Staff Machine Learning Engineer - ML Frameworks

What you will Do

• Design, develop, and maintain robust AI/ML infrastructure solutions to support the training and deployment of large-scale AI models, using Kubernetes and Python on AWS cloud
• Implement and improve distributed training frameworks leveraging GPUs to improve performance and scalability. Improve resiliency, elasticity, data loading and provide out-of-the-box support for FSDP and model parallelism
• Help train better models by improving orchestration and scheduling, scaling the number of jobs, faster experimentation with AutoML and similar
• Collaborate with data scientists and ML researchers to streamline the model training pipeline and ensuring efficient resource utilization
• Drive innovation in infrastructure practices to support pioneering machine learning research and development
• What you need to succeed
• PhD or Master’s in computer science or related field and 5+ years of hands-on industry experience
• Proven proficiency with Python and developing systems, frameworks and SDKs
• Experience with infrastructure and understanding of model serving, training, orchestration, and management of GPU resources
• Experience with machine learning and distributed Pytorch
• Strong critical thinking, analytical and quantitative problem-solving ability
• Excellent communication, relationship skills and a strong teammate
• While not required, it’s an added plus if you also have:
• Experience with KubeFlow, MLFlow, Ray, SageMaker, or similar
• Experience with Pytorch distributed, MPI, Megatron, Horovod and other AI training frameworks
• #FireflyGenAI
• About Adobe
• Adobe empowers everyone to create through innovative platforms and tools that unleash creativity, productivity and personalized customer experiences. Adobe’s industry-leading offerings including Adobe Acrobat Studio, Adobe Express, Adobe Firefly, Creative Cloud, Adobe Experience Platform, Adobe Experience Manager, and GenStudio enable people and businesses to turn ideas into impact, powered by AI and driven by human ingenuity.
• Our 30,000+ employees worldwide are creating the future and raising the bar as we drive the next decade of growth. We’re on a mission to hire the very best and believe in creating a company culture where all employees are empowered to make an impact. At Adobe, we believe that great ideas can come from anywhere in the organization. The next big idea could be yours.