R&D Engineer, XR AI Software and Systems
Teknik, data och digitalt · IT-infrastruktur och säkerhet · Systemteknik · Maskininlärning · Mjukvaruutveckling
I korthet
Qualcomm India Private Limited is seeking an R&D Engineer, XR AI Software and Systems in Bangalore. This role involves developing AI tools for tuning Generative AI and Multi-Modal models for XR and Wearables products, focusing on efficient AI inferencing and deployment. The ideal candidate will have strong programming skills in Python/C++ and experience with Deep Learning frameworks.
Ansvarsområden
- Develop AI tools for tuning GEN AI and Multi Modal models for XR and Wearables product lines.
- Develop industry-leading AI software solutions and tools for Wearable and Connected Intelligent Edge use cases.
- Focus on efficient AI inferencing through research and development of graph optimization methods, advanced quantization and compression techniques.
- Develop leading-edge products and solutions for hybrid AI applications.
- Define AI/ML system solutions, optimize AI models (including GenAI/ LLMs/ LVMs/ LMMs), and ensure efficient and scalable deployment on Wearable devices.
- Survey competitor toolchains and latest trends in industry and academia.
- Develop new and innovative ideas for product or feature areas.
Krav
- Hands-on experience in ML/AI tools development involving Deep Learning frameworks like Pytorch 1.x, 2.x, Executorch, TensorFlow, ONNX, etc.
- Strong understanding of model architectures across CV, NLP, LLMs, LVMs and Multi-Modal NWs.
- Strong understanding and experience in working on inference graph optimization, Quantization, speculative and self-speculative decoding techniques, pruning and compression techniques etc.
- Understanding of performance and accuracy metrics for different class of neural NWs.
- Hands-on Experience with Object Orientated Design, design patterns.
- Strong python / C++ implementation skills (Skill level > 7/10).
- Strong in Data structures & Algorithms (Skill level > 7/10).
- Bachelor's degree in Engineering, Information Systems, Computer Science, or related field and 3+ years of Systems Engineering or related work experience.
- OR Master's degree in Engineering, Information Systems, Computer Science, or related field and 2+ years of Systems Engineering or related work experience.
- OR PhD in Engineering, Information Systems, Computer Science, or related field and 1+ year of Systems Engineering or related work experience.
Önskade kvalifikationer
- Skills in tuning for best accuracy and performance and troubleshooting accuracy and performance issues is a plus.
- Hands on knowledge of LLM fine tuning, Quantization aware training is a plus.
- Knowledge of machine learning runtimes like ONNX Runtime, Pytorch and TF runtimes is a plus.
- Experience with GPUs, machine learning accelerators and related software is a plus.
- Knowledge of ML compilers like TVM, GLOW, XLA is a plus.
- Hands on use of version control tools like GIT, GITHUB.
Förmåner
- Qualcomm is an equal opportunity employer.
- Qualcomm is committed to providing an accessible process.
- Qualcomm is committed to making our workplace accessible for individuals with disabilities.
- Qualcomm expects its employees to abide by all applicable policies and procedures.
Färdigheter
PythonC++Deep LearningPyTorchTensorFlowONNXObject Orientated DesignData StructuresAlgorithmsGITGITHUB
#AI#XR#GEN AI#Multi Modal models#Wearables#Edge computing#AI frameworks#Runtimes#Deployment#Inferencing#Graph optimization#Quantization#Compression#Performance#Accuracy#Latency#Power#LLMs#LVMs#LMMs#Deep Learning#Pytorch#TensorFlow#ONNX#Executorch#CV#NLP#Object Orientated Design#Python#C++#Data Structures#Algorithms#Machine Learning#Runtimes#TVM#GLOW#XLA#GIT#GITHUB
Enabling a world where everyone and everything can be intelligently connected.\n\n
Företag
QualcommPublicerade jobb
för 2 veckor sedan
Anställningstyp
Heltid
Arbetsform
På plats
Erfarenhetsnivå
Mellannivå
Platser
Bangalore, India
Kvalifikation
Kandidatexamen, Masterexamen, Doktorand
Sökande
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