AI/ML Expert
1 month ago
Job Summary
Samsung is seeking a highly experienced AI/ML expert to design and develop generic AI acceleration frameworks for GPUs, CPUs, and NPUs. The ideal candidate will have 8+ years of experience in low-level embedded SW development, AI/ML optimization, and training AI/ML models using TensorFlow or PyTorch.
Key Responsibilities
1. Design and develop AI acceleration frameworks for various compute platforms.
2. Prune and optimize trained AI models for telco use cases.
3. Optimize Neural Network libraries for best performance on underlying compute platforms.
4. Implement and verify AI frameworks and optimized models, profiling on various compute platforms.
5. Define functional and performance test cases against requirements and design choices.
6. Contribute to Samsung Intellectual Property (patents, tech papers) from project experiments and analysis.
7. Collaborate with internal members for product integration.
Requirements
1. 8+ years of experience in low-level embedded SW development.
2. 5+ years of experience in AI/ML optimization.
3. 5+ years of experience in training AI/ML models using TensorFlow or PyTorch.
4. 3+ years of experience in NVIDIA GPU platforms and AI/ML ecosystem.
5. Expertise in programming vector processing SW on SIMD processors and GPUs.
6. Proficient knowledge in hosting LLMs on GPUs and routing AI execution jobs across CPUs and GPUs.
7. Good understanding of high-speed serial interfaces such as Ethernet and PCIe.
8. Hands-on experience in SW integration of multi-core, multi-module, multi-developer environments.
Preferred Qualifications
Experience in telecommunication and Radio Access Network SW development.
Hands-on AVX instructions and optimizations on the assembly level.
Hands-on GPU programming and/or SIMD programming for modem Physical layer.
Keywords
[GPU] [CUDA programming] [AI ML acceleration] [AI ML optimization] [Neural Network] [Assembly] [SIMD] [Multi-tenancy]
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