职位描述:
Summary:
Play a part in building the next revolution of machine learning technology. We’re looking for passionate mid-level and senior researchers to work on ambitious curiosity driven long-term research projects that will impact the future of Apple, and our products. In this role, you’ll have the opportunity to work on innovative foundational research in machine learning. As a member of the team, you will be inspired by a diversity of challenging problems, collaborate with world-class machine learning engineers and researchers to impact the future of Apple products, and publish some of your results in high-quality scientific venues.
Description:
You have a strong research background in machine learning or related fields, and regularly publish your results in the main relevant conference and journal venues, and make sure that your research results are of high quality and reproducible. You will propose your own research plan to advance our understanding of machine learning and execute it through implementation and experimentation, in collaboration with your colleagues. You will provide technical mentorship and guidance, and prepare technical reports for publication and conference talks. You will have the opportunity to collaborate with broader teams across Apple.
职位要求:
Minimum Qualifications:
Demonstrated expertise in machine learning research.
Publication record in relevant conferences (e.g., NeurIPS, ICML, ICLR, AAAI, CVPR, ICCV, ECCV, ACL, EMNLP, etc).
Hands-on experience working with deep learning toolkits such as Tensorflow or PyTorch.
Strong mathematical skills in linear algebra and statistics.
Preferred Qualifications:
Ability to formulate a research problem, design, experiment, implement and communicate solutions.
Ability to work in a diverse collaborative environment.
PhD, or equivalent practical experience, in Computer Science, or related technical field.
招聘部门:
Apple Machine Learning and AI
工作地点:
Beijing, Beijing, China
注意:为了确保您掌握真实的招聘信息,上述信息均为原始内容。我们的“面试建议”和“模拟面试”均基于原始招聘信息设计和提供。
面试建议:
Apple的这个机器学习研究员职位专注于基础模型研究,是一个极具挑战性和前瞻性的岗位。不同于一般的机器学习工程师职位,这里更看重候选人的研究能力和学术影响力。关键点在于你是否能提出创新性的研究问题,并通过严谨的实验验证你的想法。特别值得注意的是,Apple强调研究成果要能实际影响产品,这要求你不仅要有扎实的理论基础,还要能将研究成果转化为实际应用。 为了准备这个面试,你需要重点准备三个方面:首先,梳理你过去的研究成果,特别是发表在顶级会议上的论文,准备好详细解释你的研究动机、方法和贡献。其次,准备讨论你对机器学习基础模型未来发展的见解,Apple希望看到你能提出有前瞻性的研究计划。最后,准备好展示你的技术实现能力,可能会涉及编程测试或对现有论文的复现讨论。记住,面试官会特别关注你如何平衡学术创新和实际应用,所以准备一些例子说明你如何将研究成果转化为产品影响。
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