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

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

Zusammenfassung

An innovative company in the dental software sector is seeking a Senior 3D Machine Learning Scientist to enhance their cutting-edge solutions. This role offers the opportunity to work on 3D machine learning models, collaborating with industry experts to solve real-world problems. You'll be part of a dynamic team focused on improving dental restorations through advanced technology. With a positive work environment that promotes growth and responsibility, this position is perfect for someone passionate about machine learning and its applications in healthcare. Join us in making a difference in people's lives through technology.

Leistungen

Dynamic work environment

Positive atmosphere

Modern offices

Hybrid work options

Training and company events

Free drinks and snacks

Canteen with chef

Good transport links

JobTicket/JobBike

Qualifikationen

• 5+ years of experience in Python and machine learning libraries.
• Strong background in Computer Graphics and Computer Vision.

Aufgaben

• Develop and enhance machine learning models for 3D tooth shape generation.
• Collaborate with dental professionals to incorporate domain knowledge.

Kenntnisse

Python

Machine Learning

Computer Graphics

Computer Vision

Numerical Optimization

CI/CD

DevOps

MLOps

Ausbildung

Bachelor's degree in Informatics

Tools

PyTorch

NumPy

OpenCV

Scikit-learn

Docker

AWS

Jobbeschreibung

Job Description

To strengthen our exocad ML/AI team in Darmstadt, we are looking for a Senior 3D Machine Learning Scientist (m/w/d). Start date: 01.09.2024 or later.

We seek a talented individual to contribute to our cutting-edge dental software solutions. Your main responsibilities will include improving existing 3D machine learning models through adaptation and training, making decisions on data collection and labeling, and designing new algorithms to address real-world dental industry problems.

Responsibilities

• Develop and enhance machine learning models for 3D tooth shape generation, including data preprocessing, adapting, implementing, and training models.
• Work on numerical optimization algorithms to support ML models.
• Collaborate with dentists and dental technicians to incorporate domain knowledge into algorithms.
• Optimize ML pipelines for speed and memory efficiency during testing.
• Build validation processes for performance and robustness of ML pipelines.

Requirements

• Bachelor's degree in informatics or a related field.
• Strong background in Computer Graphics, Computer Vision, or Machine Learning.
• At least 5 years of experience with Python and libraries like PyTorch, trimesh, pymeshlab, open3d, libigl, numpy, opencv, scikit, scipy.
• Knowledge of CI/CD, DevOps, MLOps, Unit Testing.
• Experience with 3D/geometric ML architectures.
• Familiarity with neural network architectures such as AE, VAE, MLP, CNN, transformer, GAN, diffusion models.

Nice to Have

• Experience with C++ and other ML frameworks like TensorFlow.
• Knowledge of parallel computing and code optimization.
• Experience developing mathematical optimization algorithms.
• Experience with cloud computing/deployment (AWS, Docker).

What We Offer

• Dynamic, growth-oriented work environment with exciting activities.
• Positive atmosphere promoting individual freedom and responsibility.
• Modern offices with latest technologies, hybrid work options.
• Training, company events, sports, work-life balance.
• Free drinks, snacks, canteen with chef, good transport links, JobTicket/JobBike.

Our Mission

exocad aims to make high-quality dental restorations accessible, improving lives daily. Join us in a leading software company in the dental industry.