Machine Learning Researcher

AI Futures; Berlin; Hybrid; EUR 94.000 - 127.000; Vollzeit

Benefits dieser Stelle

Hybrid work model

Permanent position

Based in Berlin

Zusammenfassung

AI Futures in Berlin, a venture-backed healthcare AI startup, seeks a Senior ML Researcher to join the core AI team and advance the next generation of machine learning systems for cardiovascular care.

You will own research direction, develop novel models for audio and healthcare time-series, and collaborate with clinicians to translate research into production-grade healthcare AI. This permanent, hybrid role in Berlin offers opportunities to publish and shape long-term ML strategy.

Qualifikationen

• PhD or equivalent in ML, CS, statistics, EE or a related field.
• Strong experience with deep learning and sequential modelling.
• Experience with time-series, audio, speech or multimodal data.
• Excellent Python and PyTorch/JAX skills.
• A strong research track record and independence in developing new ML approaches.
• Solid understanding of experimental design and statistical evaluation.

Aufgaben

• Develop novel models for audio and healthcare time-series.
• Investigate architectures for sequential and multimodal data.
• Develop self-supervised and representation-learning approaches.
• Design experiments to uncover clinically meaningful signals.
• Work with large-scale longitudinal datasets.
• Build rigorous patient-level evaluation frameworks.
• Study model generalisation, uncertainty and robustness.
• Collaborate directly with clinicians and medical researchers.
• Translate research into production-grade healthcare AI.
• Help shape the company's longer-term ML research roadmap.
• Potentially publish research and represent the company in the ML community.

Kenntnisse

Deep learning

Sequential modelling

Time-series analysis

Audio and speech data handling

Multimodal data

Experimental design

Statistical evaluation

Research independence

Python proficiency

PyTorch/JAX experience

Ausbildung

PhD or equivalent in ML/CS/Statistics/EE or related field

Tools

PyTorch

JAX

Python

Jobbeschreibung

AI Futures has been engaged by exciting, venture-backed healthcare AI startup based in Berlin that is developing AI technologies for the next generation of cardiovascular care.

The company has already raised €3M in equity and grant financing, backed by specialist healthcare investors, this is an exciting point in the company's journey: the technology has moved beyond pure R&D, the company has an approved medical-device product, and significant resources are being invested into scaling its research and clinical programmes.

The role

We are looking for a Senior Machine Learning Researcher to join the core AI team and help develop the next generation of machine learning systems for healthcare.

Your work will sit at the intersection of:

The company is developing ML systems capable of detecting subtle changes in a patient's voice and combining these signals with longitudinal physiological and clinical data.

This creates a particularly interesting research environment for someone interested in problems such as:

• Audio and speech representation learning
• Self-supervised learning
• Foundation models for healthcare
• Physiological signal processing
• Robustness and generalisation across patients and devices
• Uncertainty and calibration in clinical ML

As a Senior ML Researcher, you will have significant ownership over research direction and experimentation.

You will:

• Develop novel models for audio and healthcare time-series
• Investigate new architectures for sequential and multimodal data
• Develop self-supervised and representation-learning approaches
• Design experiments to uncover clinically meaningful signals
• Work with large-scale longitudinal datasets
• Build rigorous patient-level evaluation frameworks
• Investigate model generalisation, uncertainty and robustnessCollaborate directly with clinicians and medical researchers
• Translate promising research into production-grade healthcare AI
• Help shape the company's longer-term ML research roadmap
• Potentially publish research and represent the company within the ML community

This is a role for someone who wants genuine research ownership rather than simply implementing models from a specification.

What we're looking for

• PhD or equivalent research experience in ML, Computer Science, Statistics, Electrical Engineering or a related field
• Strong experience with deep learning and sequential modelling
• Experience working with time-series, audio, speech or multimodal data
• Excellent Python and PyTorch/JAX skills
• A strong research track record
• Experience independently developing and validating new ML approaches
• Strong understanding of experimental design and statistical evaluation

Particularly valuable experience:

• Self-supervised learning
• Transformers or state-space models
• Biomedical signals
• Clinical ML
• Healthcare or medical-device environments

€110k Base Salary + Benefits.

Permanent | Hybrid - Berlin.