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CV/
Direkteinstieg - Stellenanzeige | Apple
Arbeitgeber: Apple
Jobdatum: 18. April 2024
Einstiegsart: Direkteinstieg
Einsatzort:
München; Bayern
Stellenbeschreibung - CV/ML Engineer - Body Shape (m/f/d)
connecticum Job 1744078 / 200507696
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CV/ML Engineer - Body Shape (m/f/d)
Munich Bavaria-Bayern Germany
Machine Learning and AI
Key Qualifications
Description
In this role as CV/ML engineer, you will be developing image-based shape estimation algorithms for the human body.
The scope of our team encompasses the entire project cycle, from the initial cross-functional definition to prototype development, quality evaluation, and product integration. As ML algorithms team, we are responsible to source our training data by specifying requirements and ensuring their implementation in both real and synthetic data campaigns. Proficiency in data handling, including capturing, processing and managing large datasets, data cleaning, transformation, and augmentation, is essential to tailor the data to specific model and use case needs. Identifying the ideal algorithm and model architecture for a particular use case and hardware configuration demands a comprehensive knowledge of available options. Therefore, it is a valuable asset to have experience with a range of deep learning techniques, such as traditional CNNs, transformers and, for instance, neural rendering or diffusion methods. Numerous data-driven decisions must be made, necessitating expertise in model evaluation using traditional or custom KPI metrics as well as computational efficiency on large GPU clusters (training) and on-device SOCs (deployment). Building image-based 3D reconstructions requires a strong understanding of 3D computer vision and image formation principles, as well as mathematics, including linear algebra and optimization. Experience with 3D data representations such as e.g. meshes, point clouds, depth textures, or voxels is advantageous for handling complex 3D data. Excellent Python programming skills and a deep understanding of best software engineering practices will allow you to make a meaningful impact on a large-scale project. GPU programming could further accelerate training. In this role effective communication is essential for conveying requirements, challenges, and solutions to a diverse audience, both technical and non-technical, within cross-functional teams. Strong communication skills and a collaborative mindset are a must. Education & Experience
BS, MS or PhD in computer vision, machine learning, computer science or related fields
Apple is an equal opportunity employer that is committed to inclusion and diversity. We also take affirmative action to offer employment and advancement opportunities to all applicants, including minorities, women, protected veterans, and individuals with disabilities. |
Informationen zur Bewerbung
Stellenangebot:
CV/ML Engineer - Body Shape (m/f/d)
Jobkennzeichen:
Connecticum Job 1744078 / 200507696
Bereiche:
Informatik:
Informatik
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