Apple – Machine Learning/AI Engineering & Research Internship 职位分析和面试指导

职位描述:

Summary:
Apple is seeking highly qualified people for the position of AI/ML Engineer and AI/ML Researcher. The team pursues research & development in the areas of machine learning (ML) with particular focus on deep learning (DL), computer vision (CV), Natural Language Processing (NLP), and reinforcement learning (RL).

As a member of the team, you will work on some of the most ambitious technical problems, develop new ML solutions that will impact future Apple products, and collaborate with the best product teams to integrate your ideas into products. In addition, you will engage with the academic community by publishing your innovative research, and speaking at conferences and events.

Description:
You will research and develop innovative ML strategies for challenging problems that will affect future Apple products. You will collaborate with broader teams across Apple to transfer AI/ML solutions. You will have opportunities to provide technical mentorship and guidance and prepare technical reports for publication and conference talks. You are self-motivated, excellent problem solver, a go-getter. You are quick to build relationships and work well with change and ambiguity. You have strong programming skills with tried experience crafting, prototyping, and delivering advanced algorithmic solutions.

职位要求:

Minimum Qualifications:
Currently pursuing a Master/PhD degree in Machine Learning, Robotics, Computer Science, Data Science, Statistics or related areas
In-depth knowledge in general machine learning
Expertise in one or more following areas: Natural Language Processing, Multi-modal Machine Learning, Reinforcement Learning
Excellent programming skills in Python or C/C++
Familiar with Tensorflow or Pytorch
Strong publication record demonstrating innovative research

Preferred Qualifications:
Good presentation skills
Passionate about building extraordinary products
Expected to perform well in a fast-paced environment, to execute on the tasks assigned, to meet the production deadlines and, at the same time, to explore independently new innovative ideas that can improve and transform the product experience of Apple customers
Creative, collaborative, & product focused

招聘部门:

Apple Machine Learning and AI

工作地点:

Beijing, Beijing, China

面试建议:

Apple的机器学习/AI工程与研究实习职位是一个极具挑战性的机会,它不仅要求候选人在机器学习领域有扎实的理论基础,还需要在深度学习、计算机视觉、自然语言处理或强化学习等特定领域有深入研究和实践经验。这个职位最特别的地方在于它强调研究成果的产品化能力,这意味着你需要展示如何将学术研究转化为实际产品的能力。 为了准备这个面试,你需要重点准备以下几个方面:首先,确保你对机器学习的基础知识掌握牢固,尤其是深度学习的最新进展。其次,选择一个你最擅长的领域(如NLP或CV),准备详细的项目经验,包括你如何解决具体问题、使用了哪些创新方法以及最终的产品影响。此外,准备好讨论你的研究成果,特别是发表在顶级会议或期刊上的论文。最后,展示你的编程能力,尤其是Python或C/C++,以及Tensorflow或Pytorch的使用经验。面试官可能会考察你在快节奏环境中工作的能力,因此准备一些例子说明你如何在压力下高效完成任务,同时保持创新思维。

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