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Apple ML - Data Scientist United States, California, Sunnyvale 17418713
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You'll be tasked to help 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. You'll also conduct detailed failure analysis on large GenAI models and machine learning models in different aspects like Operational/Ethical/Security & Privacy. Work directly with developer teams to define and request data to ensure adequate 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 contribute in defining feature specifications and anticipated user experience based on data insights.
- BS and a minimum of 3 years relevant proven experience
- Strong proficiency in Python and experience with ML frameworks such as TensorFlow and PyTorch
- Solid understanding of computer vision principles and extensive experience with 3D deep learning techniques, including NeRF, PointNet, MeshCNN, and Diffusion Models
- Hands-on experience with image/video/3D generative ML models and a proven track record of working with 3D data (point clouds, meshes, voxels, signed distance functions)
- Proficiency in 3D data processing and rendering frameworks such as Blender API, Unreal Engine, Open3D, Kaolin, or Minkowski Engine
- Experience with real-time rendering and physics-based simulations
Note: Apple benefit, compensation and employee stock programs are subject to eligibility requirements and other terms of the applicable plan or program.
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