AIML - Staff Machine Learning Engineer, Ranking Quality - Siri & Information Intelligence
Apple
Software Engineering, Quality Assurance
Santa Clara, CA, USA
Posted on Dec 24, 2024
Summary
Posted:
Role Number:200584600
The Siri and Information Intelligence team is revolutionizing the way hundreds of millions of people access information on their devices, all while keeping user privacy at the forefront. As an Applied ML team, we're pushing the boundaries of Apple Intelligence, result ranking, and innovative search technologies, all while running a low latency production service. Our work fuels intuitive information experiences across some of Apple's most iconic products, including Siri, Spotlight, Safari, Messages, Lookup, and more. Join us in shaping the future of how the world connects with information! We are looking for a lead Machine Learning Engineer with a passion for using machine learning to build intelligent search applications. Our team researches and implements novel query understanding and ranking techniques, machine learning algorithms and models that power amazing Search experiences across Apple products.
Description
This role will have the chance to build and evaluate new Intent Understanding and ranking algorithms, models and methods that will impact Apple Users and broader AIML community. Role responsibilities include: - Lead the research, design, implementation and evaluation of algorithms and models to enhance the quality and performance of personalized intent understanding and ranking systems. - Use advanced NLP, deep learning and LLM techniques to understand and match complex queries with relevant content. - Analyze loss patterns in the current search and assistant stack and come up with insights, algorithms and techniques to resolve quality gaps with the goal of improving the top-line product metrics. - Develop a long-term technical vision; propose a roadmap for team setting clear objections. - Collaborate with teams across the company to define product requirements and prioritize ranking criteria that optimize user satisfaction. - Establish metrics and continuously improve performance of models by applying innovative ML techniques.
Minimum Qualifications
- 7+ years of experience in Machine Learning, NLP and applying these techniques at scale
- 2+ years of experience in a technical leadership role; coordinating technically complex projects along with mentoring junior engineers, scaling and growing technical teams
- Strong software engineering skills in mainstream programming languages, such as: Python, Go, C/C++
- Strong communication skills
- Bachelors in Computer Science and industry work experience
Key Qualifications
Preferred Qualifications
- In-depth knowledge and expertise in Information Intent Understanding, Ranking or Recommendation Systems
- Extensive experience in building production quality systems or applications in search, recommendation systems, or information retrieval
- Experience using ML frameworks (pyTorch, JAX, TensorFlow, XGBoost etc.)
- Ability to quickly prototype ideas / solutions, and perform critical analysis
- Background in personalization, user behavior modeling, and data-driven decision-making
- Advance degree (Master’s or Ph.D.) in Computer Science, Statistics, or related field, or equivalent industry work experience
Education & Experience
Additional Requirements
Pay & Benefits
Apple is an equal opportunity employer that is committed to inclusion and diversity. We take affirmative action to ensure equal opportunity for all applicants without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, Veteran status, or other legally protected characteristics. Learn more about your EEO rights as an applicant.