Personalized Generative Modeling Engineer

Apple Inc

Santa Clara Valley (Cupertino), CA

Job posting number: #7150507 (Ref:apl-200475184)

Posted: May 25, 2023

Application Deadline: Open Until Filled

Job Description

Summary
Do you believe generative models can transform smart assistants and creative workflows used by billions? Do you believe it can fundamentally shift how people interact with devices and communicate?

We truly believe it can! We are looking for senior technical leaders experienced in architecting and deploying personalized client/server ML workflows. An ideal candidate has the ability to lead diverse cross functional efforts ranging from ML modeling, prototyping, validation and private learning. Hands on experience with training / adaptation of language models would be an important need!

We are the Intelligence System Experience (ISE) team within Apple’s software organization. The team works at the intersection between multimodal machine learning and system experiences. System Experience (Springboard, Settings), Keyboards, Pencil & Paper, Shortcuts are some of the experiences that the team oversees. These experiences that our users enjoy are backed by production scale ML workflows. Visual Understanding of People, Text, Handwriting & Scenes, multilingual NLP for writing workflows & knowledge extraction, behavioral modeling for proactive suggestions, and privacy preserving learning are areas our multi disciplinary ML teams focus on.


SELECTED REFERENCES TO OUR TEAM’S WORK:
- https://machinelearning.apple.com/research/stable-diffusion-coreml-apple-silicon (https://machinelearning.apple.com/research/stable-diffusion-coreml-apple-silicon)

- https://machinelearning.apple.com/research/on-device-scene-analysis (https://machinelearning.apple.com/research/on-device-scene-analysis)
Key Qualifications
  • Hands on experience training LLMs
  • Experience adapting pre-trained LLMs for downstream tasks
  • Experience handling large scale datasets for data mining / indexing
  • Modeling experience at the intersection of NLP and vision
  • Familiarity with distributed training
  • Proficiency in ML toolkit of choice, e.g., PyTorch
  • Strong programming skills in Python, C and C++
  • Familiarity with privacy preserving ML is a plus
Description
We are looking for an exceptional candidate help architect future facing client/server workflows leveraging generative models. The role requires innovating at the boundary between personal information stores on device & server side content through multimodal models. Experience with retrieval augmented generation, in context learning, language grounding and model adaptation would be an essential need. You will be interacting closely with a variety of teams across Apple including Client and Server ML teams, Privacy, Hardware, and Design. Primary responsibilities of the role would center around leading cross functional teams towards swift iterations on user experiences grounded on privacy, performance and quality KPIs.
Education & Experience
M.S. or PhD in Computer Science, or a related fields such as Electrical Engineering, Robotics, Statistics, Applied Mathematics or equivalent experience.
Pay & Benefits




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