Machine Learning Software Architect

4 days ago

Chennai, Tamil Nadu, India beBeeMachineLearning Full time ₹ 1,04,000 - ₹ 1,30,878
Machine Learning Framework Engineer

Qualcomm is seeking an ambitious, bright, and innovative engineer with experience in machine learning framework development. Job activities span the whole product life cycle from early design to commercial deployment.

  • Responsibilities include analyzing software requirements, determining feasibility of design within given constraints, consulting with architecture and HW engineers, and implementing software solutions best suited for SOCs.

Key Responsibilities:

  • Analyze and identify system level issues, interface with software development, integration, and test teams.
  • Lead high performing teams towards system design and deliverables.
  • Proven track record of leading teams in Machine learning software engineering.
  • Strong foundation of Mathematical modeling of problems and linear algebra, coupled with state of the art algorithms in ML/AI space.
  • Improve and optimize key Deep Learning models on Qualcomm AI 100.
  • Build deep learning framework extensions for Qualcomm AI 100 in upstream open-source repositories.
  • Collaborate and interact with internal teams to analyze and optimize training and inference for deep learning.
  • Build software tools and ecosystem around AI SW Stack.
  • Work on Triton, ExecuTorch, Inductor, TorchDynamo to build abstraction layers for inference accelerator.
  • Optimize workloads for both scale-up (multi-SoC) and scale-out (multi-card) systems.
  • Optimize the entire deep learning pipeline including graph compiler integration.
  • Apply knowledge of software engineering best practices.

Desirable Skills and Aptitudes:

  • Deep Learning experience or knowledge of LLMs, Natural Language Processing, Vision, Audio, Recommendation systems.
  • Knowledge of the structure and function of different components of Pytorch, TensorFlow software stacks.
  • Excellent C/C++/Python programming and software design skills, including debugging, performance analysis, and test design.
  • Ability to work independently, define requirements and scope, and lead your own development effort.
  • Well versed with open-source development practices.
  • Strong developer with a research mindset - strives to innovate.
  • Avid problem solver - should be able to find solutions to key engineering and domain problems.
  • Knowledge of tiling and scheduling a Machine learning operator is a plus.
  • Experience in using C++ 14 (advanced features).
  • Experience of profiling software and optimization techniques.
  • Hands on experience writing SIMD and/or multi-threaded high-performance code is a plus.
  • Experience of ML compiler, Auto-code generation (using MLIR) is a plus.
  • Experiences to run workloads on large scale heterogeneous clusters is a plus.
  • Hands-on experience with CUDA, CUDNN is a plus.

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