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Machine Learning Engineer, AI Solutions Expert
2 months ago
We are seeking a highly skilled Machine Learning Engineer to join our team of experts in AI Software Solutions. As a key member of our team, you will be responsible for developing and optimizing AI models, libraries, and applications for our Instinct GPUs in both on-prem and Cloud environments.
Key Responsibilities- Design and implement AI models and algorithms to optimize performance and efficiency
- Collaborate with cross-functional teams to integrate AI solutions into our products
- Develop and maintain software tools and frameworks to support AI development
- Conduct performance analysis and optimization of AI models and applications
- Stay up-to-date with the latest advancements in AI and machine learning
- BS with several years of related experience or MS with years of related experience or PhD with years of related experience in Computer Science or Computer Engineering or related equivalent
- Strong programming skills in Python and C++
- Experience with training and inference for large models, including in multi-GPU and multi-node training and inference
- Experience with open-source software development including collaboration with community maintainers and submitting contributions
- Experience with software engineering methodologies such as Agile, Scrum, Kanban
- Excellent analytical and problem-solving skills
- Ability to work independently and as part of a team
- Willingness to learn skills, tools, and methods to advance the quality, consistency, and timeliness of AMD software products
- Experience with deep learning models and associated AI frameworks (PyTorch, TensorFlow, Jax, Deepspeed, Mosaic, Horovod)
- Experience with GPU kernel programming using CUDA, HIP or OpenCL
- Experience in implementing and optimizing parallel methods on GPU accelerators (NCCL/RCCL, OpenMP, MPI)
- Experience training models in a clustered environment
- Experience deploying inferencing models
- Performance analysis skills for both CPU and GPU
- Experience with Singularity, Docker, and/or Kubernetes
- Experience in all the phases of software development, from requirement gathering, analysis, design, development, testing to final release
- Experience providing clear and timely communication related to status and other key aspects of the project to the leadership team
At AMD, we are committed to building great products that accelerate next-generation computing experiences. Our mission is to transform lives with AMD technology to enrich our industry, our communities, and the world. We strive for execution excellence while being direct, humble, collaborative, and inclusive of diverse perspectives.