Apple – Machine Learning Engineer, Camera Algorithms 职位分析和面试指导

职位描述:

Summary:
Camera Algorithm team at Apple is dedicated to advancing the state-of-the-art in camera technologies and building best image/video experience in the world.
We are seeking machine learning algorithm engineers who are passionate for excellent image and video quality and camera applications to enrich people’s life. In this role, you will be working on core camera technologies, researching and developing computer vision and machine learning solutions for all cameras in Apple products. You will work closely with world-class experts in hardware and software teams and be the source of ideas to set directions for next era.

Description:
As a machine learning engineer in the team, you will be responsible for designing and developing novel machine learning algorithms and techniques, designing and managing data curation, optimizing solution pipeline, and delivering to products with collaboration across global teams in fast production iterations.

职位要求:

Minimum Qualifications:
Expert knowledge of computer vision and deep learning, including algorithms and tools.
Solid research and development experience in fields related to camera/ISP algorithms; Conventional and generative image/video enhancements, such as de-noising, de-blur, de-hazing etc.
Strong skills in Python, PyTorch and C/C++.
Excellent written and verbal communication skills in Mandarin and English.

Preferred Qualifications:
Understanding camera sensor, imaging process, digital image signal processing would be a bonus.
Experience with real-time system, network compression, network optimization, transfer learning, ML data acquisition and management would be a bonus.

Additional Requirements:
Experience with camera hardware/firmware, computational photography, and related machine learning technologies.
Apple is an Equal Opportunity Employer that is committed to inclusion and diversity. We also take affirmative action to offer employment and advancement opportunities to all applicants, including minorities, women, protected veterans, and individuals with disabilities. Apple will not discriminate or retaliate against applicants who inquire about, disclose, or discuss their compensation or that of other applicants.
Apple benefits programmes vary by country and are subject to eligibility requirements. Apple is an equal opportunity employer that is committed to inclusion and diversity. We take affirmative action to ensure equal opportunity for all applicants without regard to race, colour, religion, sex, sexual orientation, gender identity, national origin, disability, Veteran status, or other legally protected characteristics. Apple is committed to working with and providing reasonable accommodation to applicants with physical and mental disabilities.

Education & Experience:
MS/PhD in Computer Science or equivalent fields (Electrical Engineering, Automation, Mathematics, etc).

招聘部门:

Apple Machine Learning and AI

工作地点:

Beijing, Beijing, China

面试建议:

Apple的Machine Learning Engineer, Camera Algorithms职位是一个极具挑战性的角色,专注于推动相机技术的前沿发展,并为全球用户提供最佳的图像和视频体验。这个职位不仅要求候选人具备扎实的计算机视觉和深度学习算法知识,还需要在相机/ISP算法领域有实际的研究和开发经验。特别值得注意的是,Apple强调候选人在图像/视频增强技术(如去噪、去模糊、去雾等)方面的能力,以及对相机硬件/固件、计算摄影和相关机器学习技术的理解。 为了在面试中脱颖而出,建议候选人重点准备以下几个方面:首先,确保你对计算机视觉和深度学习的基础知识有深入理解,并能熟练使用Python、PyTorch和C/C++进行开发。其次,准备一些你在相机/ISP算法领域的实际项目经验,尤其是那些涉及图像/视频增强技术的案例。此外,如果你有相机硬件或计算摄影方面的经验,一定要在面试中突出展示。最后,由于Apple是一个国际化的工作环境,良好的中英文沟通能力也是必不可少的。面试时,你可能会遇到一些技术问题,涉及算法优化、实时系统或网络压缩等方面,因此提前准备这些话题的深入讨论会非常有帮助。

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