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AI Software Platform Engineer (2022 New Grads)
Ver: 191
Dia de atualização: 05-11-2024
Localização: Hsinchu City
Categoria: Elétrica / Eletrônica Mecânico / Técnico Alta tecnologia
Indústria: Software Development Wireless Services Semiconductor Manufacturing
Tipo de empregos: Full-time
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Conteúdo do emprego
CompanyQualcomm Semiconductor Limited
Job Area
Engineering Group, Engineering Group > Machine Learning Engineering
General Summary
Creates advanced machine learning techniques that enable a broad set of technology verticals or designs and extends training or runtime frameworks or model efficiency software tools with new features and optimizations. Models, architects, and develops advanced machine learning hardware (co-designed with machine learning software) for inference or training solutions. These enable the discovery and improvement of state-of-the-art machine learning solutions that has general applicability at functional platform level towards audio, camera, graphics, video, sensors, wireless, and other functionality over various operating systems running on ARM processors and other embedded hardware like DSP/NSP processors, GPU processors that are embedded into mobile, edge, auto, and IOT products, or on data center based systems such as GPUs or dedicated AI hardware. Develops optimized software to enable AI models efficiently deployed on hardware, such as machine learning kernels, compiler tools, or model efficiency tools, to make sure of specific hardware features, and/or working closely with hardware teams for joint design and development. Works with and/or optimize machine learning software frameworks like TensorFlow or PyTorch to efficiently run machine learning algorithms on hardware.
Minimum Qualifications
- Bachelor’s degree in Computer Science, Engineering, Information Systems, or related field.
- Master’s degree in Computer Science, Engineering, Information Systems, or related field.
- 1+ year of experience with Machine Learning frameworks (e.g., Tensor Flow, Caffe, Caffe 2, Pytorch, Keras).
- 1+ year of experience in embedded system development and optimization with application to a specific problem domain in ML (e.g., NLP, multi-media).
- 1+ year of experience with one or more programming language suitable for machine learning (e.g., Python, R, C, C++)
- 1+ year of experience using statistics and probability (e.g., conditional probability, Bayes rule).
- 6+ months of experience with low level interactions between operating systems (e.g., Linux, Android, QNX) and Hardware.
- 1+ year of experience working in a large matrixed organization.
- Participates in and makes suggestions during design or project reviews, and project meetings.
- Takes responsibility for tasks associated with a small part of a project and completes tasks in a timely manner according to project requirements; seeks assistance when needed to solve problems.
- Executes tasks and solves straightforward issues related to the engineering and management of machine learning data with some guidance from more experienced engineers.
- Develops, adapts, or prototypes machine learning algorithms, models, or frameworks aligned with and motivated by product proposals or roadmaps with some guidance from more experienced engineers.
- Creates and executes methods to optimize new or existing machine learning algorithms, models, kernels, and execution frameworks with some guidance from more experienced engineers.
- Assists with the integration of machine learning algorithms into a platform or product for production; helps resolve issues during implementation with minimal guidance.
- Seeks knowledge of machine learning industry trends, competitors’ products, and advances within area of expertise from publicly available information and research; requires minimal consultation with more experienced engineers and shares this information with others on the team.
- Working under close supervision.
- Taking responsibility for own work and making decisions with limited impact; impact of decisions is readily apparent; errors made typically only impact timeline (i.e., require additional time to correct).
- Using verbal and written communication skills to convey basic, routine factual information about day-to-day activities to others who are fully knowledgeable in the subject area.
- Completing most tasks with multiple steps which can be performed in various orders; some planning and prioritization must occur to complete the tasks effectively; mistakes may result in some rework.
- Exercising creativity to draft original documents, imagery, or work products within established guidelines.
- Limited problem solving is required, generally in the nature of troubleshooting simple processes or technology.
- Providing supervision/guidance to others.
- Financial accountability (e.g., does not involve budgeting responsibility).
- Influence over key organizational decisions.
- Role in strategic planning.
Applicants: If you need an accommodation, during the application/hiring process, you may request an accommodation by sending email to accommodationsupport
To all Staffing and Recruiting Agencies: Our Careers Site is only for individuals seeking a job at Qualcomm. Staffing and recruiting agencies and individuals being represented by an agency are not authorized to use this site or to submit profiles, applications or resumes, and any such submissions will be considered unsolicited. Qualcomm does not accept unsolicited resumes or applications from agencies. Please do not forward resumes to our jobs alias, Qualcomm employees or any other company location. Qualcomm is not responsible for any fees related to unsolicited resumes/applications.
If you would like more information about this role, please contact Qualcomm Careers.
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Data limite: 20-12-2024
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