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Validation Automation Engineer

4 weeks ago

Bengaluru, Karnataka, India MaimsD Technology Full time

Role : Validation Automation Engineer

We're looking for a skilled Validation Automation Engineer with 3-6 years of experience to join our team in [Insert Location]. The ideal candidate will have a strong background in machine learning validation and be proficient in Python with expertise in Linux/Yocto.

- Strong knowledge on ubuntu / yocto linux Experience working with opensource frameworks such as PyTorch, TensorFlow, and ONNX-Runtime.

- Experience in profiling ML workloads Prior experience in executing validation plans for AI/ML compute stacks such as HIP, CUDA, OpenCL, OpenVINO, ONNX Runtime and TensorFlow/PyTorch integrations.

- Prior experience in validating end-to-end AI pipelines, for e.g. model conversion (e.g., PyTorch - ONNX), Inference runtimes (e.g, ONNX Runtime, TensorRT, ROCm/HIP), compilers/toolchains (e.g. TVM, Vitis AI, XDNA, XLA), kernel execution, memory transfer and inference results

- Strong background in python programming.

- Excellent problem-solving skills and willingness to think outside the box.

- Experience with production software quality assurance practices, methodologies, and procedures

- Strong ownership of deliverables, Excellent communication skills and experience working with global teams.

Key Responsibilities :

- Develop and execute validation plans for AI/ML compute stacks, including but not limited to HIP, CUDA, OpenCL, OpenVINO, ONNX Runtime, and TensorFlow/PyTorch integrations.

- Validate end-to-end AI pipelines, covering model conversion (e.g., PyTorch to ONNX), inference runtimes (e.g., ONNX Runtime, TensorRT, ROCm/HIP), compilers/toolchains (e.g., TVM, Vitis AI, XDNA, XLA), kernel execution, memory transfer, and inference results.

- Profile ML workloads to identify performance bottlenecks and areas for optimization.

- Develop and maintain robust Python automation scripts for validation test suites.

- Work within a Linux/Yocto environment.

- Collaborate with global teams to ensure product quality and a seamless software development lifecycle.

- Debug and troubleshoot complex issues related to AI/ML software.

Required Skills & Experience

- 3-6 years of experience in software validation or a related field.

- Strong background in machine learning fundamentals, including deep learning, large language models, and recommender systems.

- Proficiency in Python programming is a must.

- Extensive experience with Linux and Yocto.

- Hands-on experience with open-source frameworks like PyTorch, TensorFlow, and ONNX-Runtime.

- Experience with production software quality assurance practices, methodologies, and procedures.

- Excellent problem-solving skills and a proactive, ownership-oriented approach to deliverables.

- Strong communication and collaboration skills for working with global teams. (ref:hirist.tech)