Apple is looking to innovate new wireless system technologies that continually outperform the previous iterations and improve the product experience for customers across the world by developing sophisticated, innovative embedded firmware.
Requirements
- Proficient Python developer with 5+ years proven programming skills using standard ML tools such as PyTorch, Tensorflow, HuggingFace, etc.
- Solid understanding of machine learning, deep learning and natural language (including LLMs) processing and ability to optimize machine learning models to adapt to solving various kinds of issues
- Experience in fine tuning LLM model with SFT, LoRA and other techniques
- Experience in developing machine learning models and/or deep learning models, feature engineering, and rich experience in implementing end-to-end machine learning projects
- Experience in applying analytics and statistical methods to transform data into useful insights and actionable results
- Experience with relational database (e.g Postgres), SQL and non-relational database (e.g. MongoDB)
- Proven knowledge of reinforcement learning with experience in employing PPO/DPO/GRPO to enhance LLM model performance
Responsibilities
- Developing pioneering data processing pipeline based on machine learning models
- Leveraging data science algorithms to parse massive data and logs in timely manner to automatically solve the issues or provide recommendations for the next step of solving the problem
- Integrating and deploying ML models and data processing pipeline as part of the entire automation system to deliver analysis results to benefit FW engineers in debugging issues
- Brainstorming new insights, and developing models and algorithms to solve problems that have a substantial impact
- Partnering with FW engineering teams
- Delivering analysis results to benefit FW engineers in debugging issues
- Developing machine learning models and/or deep learning models, feature engineering, and implementing end-to-end machine learning projects
Other
- MS or Ph.D. degree in machine learning, data science or computer science is preferred
- Minimum requirement of a bachelors degree
- Strong critical thinking and communication skills with the ability and desire to learn and evaluate new technologies
- Ability to think creatively and identify, build, and support solutions and roadmaps focused on automation and reduction of manual processes
- Apple is an equal opportunity employer that is committed to inclusion and diversity
