Senior 3D Machine Learning Scientist (m/w/d)

TN Germany; Berlin; Hybrid; EUR 60.000 - 100.000; Vollzeit

Zusammenfassung

An innovative software company is seeking a Senior 3D Machine Learning Scientist to enhance their advanced dental solutions. This role involves improving 3D machine learning models, optimizing data pipelines, and collaborating with dental experts to create cutting-edge algorithms. You'll work in a dynamic environment that values creativity and responsibility, with opportunities for hybrid work and professional development. Join a team that fosters a positive atmosphere and offers exciting challenges in the realm of machine learning and computer graphics.

Leistungen

Flexible working hours

Hybrid work options

Training opportunities

Company events

Sports opportunities

Free drinks and snacks

Canteen with own cook

Good transport connections

JobTicket/JobBike

Qualifikationen

• 5+ years of experience in Python with a focus on machine learning.
• Strong background in computer graphics and computer vision.
• Experience with 3D geometric machine learning architectures.

Aufgaben

• Develop and improve machine learning models for 3D tooth shape generation.
• Optimize ML pipelines for speed and memory usage.
• Collaborate with dental professionals to enhance algorithms.

Kenntnisse

Python

Machine Learning

Computer Graphics

Computer Vision

3D Geometry Processing

CI/CD

DevOps

MLOps

Generative AI

Ausbildung

Bachelor's degree in Informatics

Tools

PyTorch

NumPy

OpenCV

SciPy

TensorFlow

AWS

Docker

Jobbeschreibung

Social network you want to login/join with:

Senior 3D Machine Learning Scientist (m/w/d), Berlin

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Client:

Align Technology

Location:

Berlin, Germany

Job Category:

Other

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EU work permit required:

Yes

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Job Reference:

fd73a1d4ab84

Job Views:

1

Posted:

09.05.2025

Expiry Date:

23.06.2025

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Job Description:

About this opportunity

To strengthen our exocad ML/AI team in Darmstadt we are looking for you as Senior 3D Machine Learning Scientist (m/w/d) Start date: 01.09.2024 or later We are seeking a talented and driven individual to join our team as a Senior 3D Machine Learning Scientist. In this role, you will have the exciting opportunity to contribute to the advancement of our cutting-edge dental software solutions. Your primary responsibility will be to improve existing 3D machine learning models by adapting and training them, making crucial decisions about data collection and labeling. Additionally, you will play a vital role in designing novel machine learning algorithms to tackle real-world problems in the dental industry. In this role, you will … Develop and improve machine learning models for 3D tooth shape generation. This entails: - Building data pre- and post-processing pipelines - Adapting, implementing and training 3D geometric machine learning models Work on numerical optimization algorithms to complement the ML models Work closely with our dentists and dental technicians to build domain knowledge into the algorithms Optimize test-time ML pipelines for speed and memory usage Build processes to validate performance and robustness of the test-time ML pipelines In this role, you’ll need … a bachelor's degree in informatics or similar education A strong background in Computer Graphics / Computer Vision / Machine Learning 5+ years of experience in Python and the following libraries: - PyTorch - 3D geometry processing libraries such as trimesh, pymeshlab, open3d, libigl - Standard data processing libraries such as numpy, opencv, scikit, scipy Profound knowledge of CI/CD, DevOps, MLOps, Unit Tests Experience with 3D / geometric machine learning architectures Knowledge about the most common neural network architectures such as AE, VAE, MLP, CNN, transformer, GAN, diffusion model Knowledge about generative AI The ability to work on cutting-edge research projects, while having a product mindset Nice to have … Some dental knowledge Some experience with C++ Some experience with other ML frameworks, such as TensorFlow Some experience with parallel computing / code optimization Some experience developing mathematical optimization algorithms Some experience in cloud computing / deployment including AWS, Docker What we offer you … Exciting and varied activities in a dynamic and growth-oriented software company Positive working atmosphere that promotes both individual freedom and responsibility Strong team spirit and very good working atmosphere Modern offices and workstations, working with the latest technologies Flexible working hours Hybrid work, Monday and Friday home office is possible Training opportunities Company events Sports opportunities and work-life balance Free drinks, fruit and snacks / Canteen with own cook Good transport connections JobTicket/JobBike

About this opportunity

To strengthen our exocad ML/AI team in Darmstadt we are looking for you as Senior 3D Machine Learning Scientist (m/w/d) Start date: 01.09.2024 or later We are seeking a talented and driven individual to join our team as a Senior 3D Machine Learning Scientist. In this role, you will have the exciting opportunity to contribute to the advancement of our cutting-edge dental software solutions. Your primary responsibility will be to improve existing 3D machine learning models by adapting and training them, making crucial decisions about data collection and labeling. Additionally, you will play a vital role in designing novel machine learning algorithms to tackle real-world problems in the dental industry. In this role, you will … Develop and improve machine learning models for 3D tooth shape generation. This entails: - Building data pre- and post-processing pipelines - Adapting, implementing and training 3D geometric machine learning models Work on numerical optimization algorithms to complement the ML models Work closely with our dentists and dental technicians to build domain knowledge into the algorithms Optimize test-time ML pipelines for speed and memory usage Build processes to validate performance and robustness of the test-time ML pipelines In this role, you’ll need … a bachelor's degree in informatics or similar education A strong background in Computer Graphics / Computer Vision / Machine Learning 5+ years of experience in Python and the following libraries: - PyTorch - 3D geometry processing libraries such as trimesh, pymeshlab, open3d, libigl - Standard data processing libraries such as numpy, opencv, scikit, scipy Profound knowledge of CI/CD, DevOps, MLOps, Unit Tests Experience with 3D / geometric machine learning architectures Knowledge about the most common neural network architectures such as AE, VAE, MLP, CNN, transformer, GAN, diffusion model Knowledge about generative AI The ability to work on cutting-edge research projects, while having a product mindset Nice to have … Some dental knowledge Some experience with C++ Some experience with other ML frameworks, such as TensorFlow Some experience with parallel computing / code optimization Some experience developing mathematical optimization algorithms Some experience in cloud computing / deployment including AWS, Docker What we offer you … Exciting and varied activities in a dynamic and growth-oriented software company Positive working atmosphere that promotes both individual freedom and responsibility Strong team spirit and very good working atmosphere Modern offices and workstations, working with the latest technologies Flexible working hours Hybrid work, Monday and Friday home office is possible Training opportunities Company events Sports opportunities and work-life balance Free drinks, fruit and snacks / Canteen with own cook Good transport connections JobTicket/JobBike