DirectML Framework Engineer
6 hours ago
Position Summary
Role and Responsibilities
About Samsung Semiconductor India Research (SSIR)
With a wide range of industry-leading semiconductor solutions, we are enabling innovative growth in market segments in component solutions, featuring industry-leading technologies in System LSI, Memory and Foundry. Our engineers are offered a foundation to work on cutting-edge technologies such as Foundation IP Design, Mobile SoCs, Storage Solutions, AI/ML, 5G/ 6G solutions, Neural processors, Serial Interfaces, Multimedia IPs and much more.
As one of the largest R&D centers outside Korea for Samsung Electronics, we take pride in our ability to work on some of the cutting edge technologies. Our engineers get to work across diverse domains, projects, products, clients, people and countries, and conduct research in new and emerging technology areas. Innovation and creativity are highly valued at this innovation hub, as we strive towards providing high reliability; high performance and value added services that enable Samsung Electronics deliver world-class products.
Roles and Responsibilities
- Design, develop, and maintain DirectML API implementation and User-Mode Drivers for GPUs, CPUs and AI Accelerators.
- Strong understanding of Windows Driver Model (WDM), Device Driver Interface (DDI), User-Mode Drivers, Kernel-Mode drivers; Microsoft Compute Driver Model (MCDM), Windows Display Driver Model (WDDM).
- Collaborate with hardware vendors to optimize driver performance for various machine-learning frameworks like TensorFlow, PyTorch, and ONNX.
- Ensure seamless integration of DirectML drivers with Windows, focusing on performance, stability, and feature support.
- Conduct thorough testing, validation, and performance benchmarking of DirectML UMD across various hardware configurations.
- Implement support for new hardware features in DirectML drivers and adapt to evolving machine-learning algorithms.
- Contribute to DirectML SDK development, providing guidance on driver APIs, performance, and best practices.
- Monitor and ensure driver quality through robust testing and validation of DirectML workloads on supported hardware.
Required Skills & Qualifications:
- Strong proficiency in C/C++ and experience with DirectML API implementation and User-Mode Drivers.
- Deep understanding of GPU, CPU and AI Accelerator architectures, with hands-on experience in performance tuning for ML workloads.
- Familiarity with Microsoft's DirectX and Windows Driver Model (WDM), Device Driver Interface (DDI), User-Mode Drivers.
- Strong debugging and profiling skills, with experience using tools
- Ability to work in a fast-paced, collaborative environment, with excellent communication and teamwork skills.
Experience – 4 to 10 Years
Qualifications
- B.Tech/B.E/M.Tech/M.E
Disclaimer
Samsung Semiconductor India Research (SSIR), a division of Samsung R&D India - Bangalore Pvt. Ltd is dedicated to employing a diverse workforce and providing Equal Employment Opportunity to all individuals, regardless of their religion, gender, age, marital status, gender identity, status as a protected veteran, genetic information, status as a qualified individual with a disability, or any other characteristic protected by law.
Skills and Qualifications
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