https://www.ycombinator.com/companies/zeit-medical/jobs/hUGZxm5-ml-ai-scientist-time-series-classification-signal-processing

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[a099dfe273]

Zeit Medical

Immediate stroke detection at home

ML/AI Scientist (Time Series Classification, Signal Processing)

Location
San Francisco Bay Area / Remote
Job Type
Full-time
Experience
3+ years
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Orestis Vardoulis
Orestis Vardoulis
Founder

About the role

The role

Join us in developing the best possible models to detect neurological
injury based on a variety of wearable sensor data. We are looking for
end to end experience in developing and deploying models in a live
production setting. The role will focus on modeling aspects of our ML
system rather than ML engineering or data engineering.

As an ML/AI scientist at Zeit you will have an exciting and
multifaceted role. Day to day activities may include:

  * Setting up experiments/datasets for testing different models
  * Training models and analyzing performance relative to other
    models and baselines
  * Experimenting with different feature engineering approaches
  * Generating and analyzing simulated data
  * Collaborating with engineering team to define tools and
    environment needed to be successful
  * Coordinating with ML engineering team for deployment to
    production.

---------------------------------------------------------------------

---> We are looking for someone with 3y or more of hands on
experience <--

Experience requirements:

Necessary Qualifications

  * Excellent coding standards and style
  * Strong communication skills + ability to clearly present ideas
    and findings
  * PhD/MS in quantitative field
  * 3+ years experience developing and delivering ML models in a
    production setting
  * Programming experience in Python
  * Experience working with machine learning frameworks
    (scikit-learn, PyTorch, TensorFlow)
  * Ability to take ownership of projects and self-direct

Preferred Qualifications

  * Experience with time series classification
  * Experience with digital signal processing
  * Familiarity with cloud based data pipeline tools (Airflow, etc.)
  * Experience working with ML development lifecycle tools (e.g.
    SageMaker, MLFlow, etc.)
  * Experience working on ML systems in healthcare software as a
    device applications

Languages

Python

Tools

git, Github, basic shell scripting

What we offer:

  * Great career development opportunity with the ability to have an
    impact and help build a disruptive technology
  * Focus on the challenging Machine Learning problems for healthcare
    applications
  * Work with top-notch and caring people who are committed to
    improving healthcare
  * Get a truly international experience working with people between
    the SF bay area, London, and Athens for a product that will be
    marketed around the world.
  * Competitive salary
  * Health Care Plan! (including dental and vision)
  * 401k

About the interview

For technical roles we typically plan for:

 1. Three interviews
 2. One take home technical exercise + Exercise review session.

Why you should join Zeit Medical

Despite the availability of life-saving treatments, only 10% of
stroke victims actually receive them because of delays in recognizing
its onset and alerting 911.

Zeit Medical's mission is to develop the world's first stroke alert
system for use at home. Zeit is a Stanford Biodesign spin-off and is
backed by top tier Silicon Valley VCs including Ycombinator (batch of
Summer 21). Our technology has received multiple grants and an FDA
breakthrough device designation.

Zeit Medical
Zeit Medical
Founded:2019
Team Size:2
Location:Redwood City, CA
   
Founders
Urs Naber
Urs Naber
Founder
 
Orestis Vardoulis
Orestis Vardoulis
Founder
  
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