ML Data Scientist - Computer Vision

Company: Apple Inc.
Location: Sunnyvale
Posted on: October 16, 2024

Job Description:

Do you have a passion for computer vision and deep learning problems? Are you interested in the latest development of the multi-modal models? The Data Analytic and Quality (DAQ) group is seeking a Machine Learning Data Scientist to specialize in the evaluation of GenAI models. This role involves collaboration with teams at Apple passionate about developing foundation models, including ML engineers, data scientists, and ML Infrastructure engineers.DescriptionYour primary responsibilities will include developing methods for the evaluation and improvement of foundation models, as well as refining the data used in training them, applying data centric AI approaches:

• Design and develop image/video analysis (ROI, SOD, content classification, artifact detection, etc.) and quality assessment algorithms.
• Participate in crafting testing strategies and solutions for E2E quality evaluation with a combination of image/video analysis, processing, and encoding algorithms.
• Conduct detailed failure analysis on large GenAI models and machine learning models in different aspects like Operational/Ethical/Security & Privacy.
• Work with developer teams to define and request data to ensure the data coverage.
• Prototype novel evaluation and benchmark methods from foundation model literature research.
• Develop tools for analyzing and visualizing data.
• Design and implement experiments (DOE) for engineering studies and large-scale user studies and analyze results.
• Facilitate and support data collection and analysis in collaboration with other groups.
• Contribute to defining feature specifications and anticipated user experience based on data insights.Minimum Qualifications

• BS and a minimum of 3 years relevant industry experience.
• Work experience in statistical data analysis and machine learning techniques.
• Familiar with in-depth analysis and evaluation of machine learning models.
• Background with analytical tools such as Jupyter, Pandas, NumPy, Matplotlib.Preferred Qualifications
  • Familiarity with various foundation models in GenAI, like VAEs, Transformers, Diffusion Models, NeRF, CLIP, etc.
  • Expertise of video analysis algorithms or subjective/objective video quality algorithms, and pioneering technologies.
  • Expertise in photography, videography, or image science and a passion for learning more.
  • Experience in training models using frameworks like PyTorch, TensorFlow, Jax, etc.
  • Proficient in distributed systems and a good understanding of operating systems.
  • Expert in at least one scripting language, preferably Python.
  • Self-motivated and curious with demonstrated creative and critical thinking capabilities.
  • Proficient verbal and written communication skills, along with strong collaborative abilities.Additional RequirementsAt Apple, base pay is one part of our total compensation package and is determined within a range. This provides the opportunity to progress as you grow and develop within a role. The base pay range for this role is between $143,100 and $264,200, and your base pay will depend on your skills, qualifications, experience, and location.Apple employees also have the opportunity to become an Apple shareholder through participation in Apple's discretionary employee stock programs. Apple employees are eligible for discretionary restricted stock unit awards, and can purchase Apple stock at a discount if voluntarily participating in Apple's Employee Stock Purchase Plan. You'll also receive benefits including: Comprehensive medical and dental coverage, retirement benefits, a range of discounted products and free services, and for formal education related to advancing your career at Apple, reimbursement for certain educational expenses - including tuition. Additionally, this role might be eligible for discretionary bonuses or commission payments as well as relocation. Learn more about Apple 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.
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Keywords: Apple Inc., North Highlands , ML Data Scientist - Computer Vision, IT / Software / Systems , Sunnyvale, California