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Senior Backend & Computer Vision Engineer (Python, FastAPI, PyTorch)

breathment • Türkiye
Remote
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Lead the development of a computer vision pipeline and production backend for a Munich-based digital health startup, transforming neural network outputs into clinical feedback for respiratory therapy. Own end-to-end systems from pose estimation to real-time patient/therapist reporting, ensuring scalability, reliability, and compliance in a regulated medical environment.

Key Highlights
Own the full pipeline from neural-network pose estimation to clinical reporting for respiratory therapy patients
Build and maintain a Python-based backend (FastAPI, MongoDB, Redis) for patient and clinician platforms
Deploy and monitor GPU inference services on Kubernetes in production with full ownership of shipped features
Key Responsibilities
Design and implement a computer vision pipeline converting pose-estimation outputs into repetition counts, posture feedback, and exercise analysis
Develop and maintain a reporting layer that translates raw movement data into actionable clinical reports for physiotherapists
Build and extend the Python backend (FastAPI) serving both patient and clinician platforms with MongoDB and Redis
Deploy and operate GPU inference services on Kubernetes, ensuring high availability and performance
Collaborate with product, physiotherapists, and mobile teams to analyze requirements and propose technical solutions
Write tests, implement monitoring, and ensure clean code handovers for production systems
Ensure compliance with medical device regulations, health data standards, and GDPR
Technical Skills Required
Python FastAPI PyTorch
Benefits & Perks
Remote-first (work from anywhere)
Impact-driven role with direct patient benefit
Small senior team with direct access to founders and users
Nice to Have
Pose estimation or human motion analysis experience (e.g., OpenCV, MediaPipe)
Docker, Kubernetes, and cloud deployment expertise
Workflow engines (e.g., Temporal)
Experience with medical device software or regulated environments

Job Description

Turn a phone camera into a physiotherapist:

Breathment is a Munich-based digital health startup. We digitize pulmonary rehabilitation for people living with chronic respiratory diseases such as COPD: our app guides patients through therapy exercises at home, watches their movement through the phone camera and gives feedback in real time, while physiotherapists and physicians follow their progress remotely through our telemonitoring platform. We work with German clinics, physiotherapists and health insurers, and every release reaches real patients.

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