AI/ML framework Staff Engineer
3 days ago
General Summary:
Looking for ML framework and AI compiler Engineer responsible for
- Designing, implementing, and deploying machine learning models using PyTorch
- Focusing on backend infrastructure and system architecture.
- Responsibilities often include developing framework, integrating with other AI tools, and ensuring scalability and reliability.
Here's a more detailed breakdown of what you might see in such a job description:
Key Responsibilities:
- Model Development and Deployment: Designing, building, and deploying AI models, particularly those leveraging PyTorch for deep learning.
- Backend Infrastructure: Developing and maintaining the backend systems that power AI applications, including data ingestion, processing, and storage.
- System Architecture: Designing scalable and high-performance backend architectures to handle AI workloads.
- Model Optimization: Optimizing model performance for speed, accuracy, and resource efficiency.
- Integration: Integrating AI models with other systems and applications.
- API Development: Creating and maintaining APIs for communication between frontend and backend components.
- Data Handling: Managing data ingestion, preprocessing, and storage for AI training and inference.
- Collaboration: Working with data scientists, product managers, and other engineers to bring AI solutions to life.
Tools, Technologies, Skills and Programming:
- C, C++: Strong programming capability using advanced techniques to design and develop AI compilers and backends.
- Scripting: Strong expertise in Python with design, develop, release and maintain projects.
AI Frameworks:Familiarity with other AI frameworks like PyTorch, TensorFlow, Hugging Face, etc.
Machine Learning Knowledge:Understanding of machine learning principles and algorithms starting Computer vision to large language models and continuously update to new trends.
- Expertise to deep learning accelerator programming (GPU, NPU). Any parallel programming experience (Like CUDA, OpenCL, MKLDNN ..etc) is a plus.
- Experience with deep leaning compilers like Glow, TVM etc is a plus.
Minimum Qualifications:
Bachelor's degree in Engineering, Information Systems, Computer Science, or related field and 4+ years of Systems Engineering or related work experience. ORMaster's degree in Engineering, Information Systems, Computer Science, or related field and 3+ years of Systems Engineering or related work experience. ORPhD in Engineering, Information Systems, Computer Science, or related field and 2+ years of Systems Engineering or related work experience.
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