Apple AR/VR Job | ML Data Scientist - Computer Vision
Job（岗位）: ML Data Scientist - Computer Vision
Citys（岗位城市）: Sunnyvale, California, United States
Date（发布日期）: 2024-7-23
Summary（岗位介绍）
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.
Qualifications（岗位要求）
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 model
Background with analytical tools such as Jupyter, Pandas, NumPy, Matplotlib
Description（岗位职责）
Your 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
Additional Requirements（额外要求）
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 and a highly developed aim to improve how things work
Proficient verbal and written communication skills, along with strong collaborative abilities
