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Machine Learning Specialist

RemotePart-time

We are Cacao Mobile. For over 10 years, we have been building mobile applications in Health & Wellness, Entertainment, and Utilities, reaching thousands of users worldwide. We are currently looking for a Machine Learning Specialist for a part-time, project-based collaboration. About the project: A mobile application that measures heart rate and heart rate variability (HRV) using PPG technology.

Responsibilities

  • Develop and improve models for blood pressure prediction based on PPG
  • Fine-tune and optimize models on limited and noisy data (~3k signals)
  • Improve prediction quality (including for calibrated users)
  • Signal processing (filtering, transformations, feature engineering)
  • Work on tasks without explicit labels (clustering, PCA, pattern discovery)
  • Solve additional tasks on the same signal (stress, energy, etc.)
  • Develop algorithms and personalized user baselines
  • Conduct research and analyze new approaches

Requirements

  • 1+ year of hands-on experience in Machine Learning
  • Strong background in signal processing
  • Experience working with noisy real-world data
  • Experience in supervised and unsupervised learning
  • Experience working with incomplete / imperfect labels
  • Ability to solve open-ended problems
  • Research mindset (working with papers, analyzing approaches)

We Offer

  • Experience working in a product team focused on scaling
  • Opportunity to boost your professional skills within a like-minded team
  • Creative environment, transparent processes, minimal bureaucracy
  • Access to all necessary tools and services
  • Fully remote work

Nice to have

  • Nice to have: experience with PPG or understanding of blood pressure