Machine Learning Infrastructure Engineer

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Healthcare needs good data. At PicnicHealth, we are building the world’s highest quality medical datasets - fueling cutting edge research while giving patients control of their health record. These comprehensive, patient-centric, real-world datasets produce unique insights - across multiple therapeutic areas - not available from any other source.  We do this by working directly with patients and leveraging state of the art machine learning techniques to transform their messy medical records into structured, accurate, and useful data. Patients then access their data through an easy-to-use, secure online dashboard and choose to participate in, and benefit from, research on their condition along with other PicnicHealth users. 

To date, we’ve helped tens of thousands of patients, partnered with some of the world’s largest life science companies (including 10 of the Top 30), and raised more than $35M including from Felicis Ventures, Amplify Partners, and Y Combinator. 

And we are just getting started! If you are looking to join a mission-driven, motivated team that is making a real impact across millions of people’s lives, PicnicHealth might just be the place for you.

The Opportunity

Machine learning is at the heart of our work extracting and structuring data from medical records in the real world. We ingest records in whatever format they exist -- faxes, scans, printouts, generated from EHRs, handwritten notes, imaging reports, etc. -- and convert them into validated, structured data.  Structuring is just the starting point, and enables us to to build products that improve patient/doctor communication and care decisions, or develop the next generation of data-driven life-sciences studies. 

Our Machine Learning team’s goal is to continually improve the efficiency of our human-in-the-loop pipeline for structuring medical records. To do this, we have an ambitious plan to substantially increase our ML capabilities.  We are looking for an ML Infrastructure Engineer to ensure that state of the art NLP and image processing models are deployed efficiently and scalably within our systems.

Learn more about our Engineering Team and values here.

As our first ML Engineer dedicated towards infrastructure you will:

  • Improve the process and software tools we use to deploy models to production
  • Turn newly developed models into deployed services integrated within our application infrastructure
  • Own and iterate the dashboards we use to monitor our ML models in production
  • Scope and prototype scripts to extract training datasets from our database 
  • Help expand a world-class ML team by attracting, interviewing, and onboarding future team members during this exciting time of growth

You are a great fit if you:

  • Have deployed ML models in a production environment
  • Shipped code for 3+ years
  • Have substantial Python experience
  • Have experience training models in cloud environments
  • Are confident in your abilities to navigate complicated SQL data models
  • B.S. in Computer Science or related field, or equivalent experience

We expect all team members to be motivated to be amazing in their roles and, ultimately, to move the PicnicHealth mission forward.

Ideally you: 

  • Are comfortable working with kubernetes configuration files, or have similar container orchestration experience
  • Have experience working with one or more deep learning frameworks (such as PyTorch or Tensorflow)
  • Are experienced with building and integrating microservices

Why join PicnicHealth?

At PicnicHealth you get to solve real problems with real solutions, great tech, and great people. 

We offer a hybrid set up for our team: team members in the Bay Area can work from the SF office on a flexible schedule; remote team members are expected to travel to in-person meetings 4-6 times a year. 

You also get:

  • Competitive salary 
  • Comprehensive benefits including above market Health, Dental, Vision
  • Family friendly environment 
  • Flexible time off
  • 401k plan
  • Free PicnicHealth account
  • Equipment and internet funds for home office set up 

COVID-19 Policy

We require proof of vaccination for COVID-19, except those with medical or religious exemptions.

Equal Opportunity Statement

PicnicHealth is committed to promoting an inclusive work environment free of discrimination and harassment. We value a diverse and balanced team where everyone can belong.

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Location

We are in the heart of downtown SF just south of market street. There are tons of restaurants, cafes, and shops at our doorstep and we are 3 blocks from Powell Street BART.

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