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ML Engineer - MedTech Startup

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Nucs AI

21d ago

  • Job
    Full-time
    Mid & Senior Level
  • Data
    IT & Cybersecurity
  • Berlin
  • Quick Apply

AI generated summary

  • You must have expertise in PyTorch, ONNX, medical imaging (DICOM, NIFTY), 3D image segmentation, multi-modal LLMs, and cloud platforms. PACS experience is a plus. Located in Berlin.
  • You will develop and optimize ML models for medical image analysis, process data, integrate solutions, ensure regulatory compliance, and build evaluation pipelines for performance insights.

Requirements

  • Strong proficiency in machine learning frameworks: PyTorch and ONNX
  • Experience with medical imaging technologies and datasets: DICOM, NIFTY and similar
  • Expertise in developing deep learning models for 3D image segmentation
  • Strong expertise in fine-tuning and deployment of multi-modal LLMs
  • Familiarity with cloud platforms (Google Cloud or AWS)
  • Previous experience with PACS integration is a strong plus
  • Located in Berlin

Responsibilities

  • Model Development: Design, train, and optimize machine learning models for medical image analysis, leveraging deep learning techniques (e.g., CNNs, Vision Transformers, Multi-Modal LLMs).
  • Data Processing: Build data pipelines to clean, preprocess, and augment large datasets of medical images, ensuring the highest accuracy of AI models.
  • Integration: Collaborate with back-end developers to integrate AI models into our software solutions for seamless deployment in clinical environments.
  • Cloud-Based AI: Develop scalable AI solutions on cloud platforms (Google Cloud preferred) using tools such as PyTorch, ONNX Runtime or similar.
  • Regulatory Compliance: Ensure AI models and data processing adhere to healthcare regulations like HIPAA and meet medical industry standards.
  • Evaluation Pipeline: Build strong evaluation pipelines to extract insights about trained model performance.

FAQs

What is Nucs AI, and what does the company focus on?

Nucs AI is an innovative MedTech startup focused on revolutionizing the management of prostate cancer through AI-powered solutions, developing advanced medical software that utilizes machine learning models to assist healthcare providers in diagnosing and treating the disease.

What is the main role of the ML Engineer at Nucs AI?

The ML Engineer at Nucs AI will be responsible for developing and deploying cutting-edge machine learning models, building algorithms for medical image analysis, and ensuring that these models are scalable, secure, and compliant with clinical and regulatory standards.

What machine learning frameworks should candidates be proficient in?

Candidates should have strong proficiency in machine learning frameworks, particularly PyTorch and ONNX.

Is experience with medical imaging technologies important for this position?

Yes, experience with medical imaging technologies and datasets, such as DICOM and NIFTY, is essential for this role.

What kind of deep learning models will the engineer be developing?

The engineer will be developing models focused on medical image analysis, specifically deep learning models for 3D image segmentation.

Does the company require experience with PACS integration?

While previous experience with PACS integration is considered a strong plus, it is not mandatory for the position.

What cloud platforms should candidates be familiar with?

Candidates should have familiarity with cloud platforms, preferably Google Cloud or AWS.

What benefits does Nucs AI offer to its employees?

Nucs AI offers a dynamic work environment in the MedTech industry, competitive salary, stock options, flexible working hours, remote work options, and opportunities for professional growth and collaboration with the leadership team.

How can applicants apply for the position?

Interested applicants should send their resume and a cover letter detailing their relevant experience and explaining their interest in the role.

What type of work culture can candidates expect at Nucs AI?

Candidates can expect a startup culture that is dynamic and fast-paced, where their contributions make a tangible impact on the company's innovative healthcare solutions.

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Nucs AI

Personalizing care for patients with prostate cancer via AI powered advanced analyses of medical images.

Science & Healthcare
Industry
1-10
Employees
2024
Founded Year

Mission & Purpose

NUCS.ai is a technology company specialising in artificial intelligence and machine learning solutions designed to enhance business processes and decision-making. The company offers AI-driven tools and platforms that help organisations harness data, automate workflows, and gain actionable insights. Their ultimate mission is to democratise advanced AI technology, making it accessible and beneficial for businesses of all sizes. The purpose of NUCS.ai is to drive innovation and efficiency by integrating cutting-edge AI solutions into everyday business operations, thereby fostering growth, optimisation, and competitive advantage for their clients.