13 hours ago
Beijing, ChinaSenior
Responsibilities
- Lead the modeling, adaptation, and engineering optimization of on-device LLMs, adapters, and sub-models.
- Own training recipe formulation, data curation, architecture tuning, metric evaluation, error analysis, and on-device runtime optimization.
- Build agentic capabilities, reasoning, task completion, multi-turn workflows, and function/tool-calling capabilities in compact models.
- Design domain-specific datasets, synthetic data generation pipelines, automated evaluation harnesses, and systematic root-cause failure analysis.
- Collaborate with Foundation Model and Product teams to scale Siri and Apple Intelligence across languages and domains.
- Deliver production-grade machine learning systems under strict compute, memory, latency, context, and product deadline constraints.
Requirements
- At least 5 years of hands-on industry experience building, training, and shipping production-grade deep learning and NLP systems at scale.
- Proven experience training and fine-tuning large language models using methods such as SFT, DPO/RLHF, and PEFT/LoRA.
- Strong understanding of model behavior, loss dynamics, and scaling laws.
- Exceptional Python coding skills and proficiency with modern deep learning frameworks and tools.
- Experience designing domain-specific datasets, synthetic data generation pipelines, automated evaluation harnesses, and systematic failure analysis.
- Strong ownership, cross-functional communication, and project management skills.
- Preferred: experience with edge-AI constraints and deployment pipelines, including CoreML, ONNX, TensorRT-LLM, Apple Neural Engine, or Metal optimization.
- Preferred: experience building agentic workflows, multi-turn reasoning, and function/tool-calling capabilities in compact or dense models.
- Preferred: publications at NeurIPS, ICML, ICLR, ACL, or EMNLP, or a demonstrated history of shipping industry-leading generative AI products.
- Preferred: familiarity with high-performance C++ or Swift runtime integration.
Categories
About Apple
Apple designs and sells consumer electronics, software, and services for consumers and professionals worldwide, including iPhone, Mac, iPad, Apple Watch, and AirPods, plus platforms like iOS/macOS and services such as the App Store, iCloud, Music, and TV+. Its business combines device sales with services and subscriptions and in-house silicon design. Founded in 1976, Apple is headquartered in Cupertino, California, and trades on NASDAQ as AAPL.
