Avatar for Miles

The app that rewards all your commute & travel

Data Scientist

$105k – $145k AngelList Est.
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What you’ll need:

Education

● Master’s/PhD (preferred) or Bachelor’s (required) in CS/ML/AI or relevant computational/engineering discipline

Machine Learning/Data Science:

● Solid theoretical understanding of ML fundamentals: linear algebra, probability, statistics (as relevant to ML), optimization

● Knowledge of different ML techniques and when/how to use them: classification, regression, clustering, outlier detection, dimensionality reduction, etc.

● Comfortable manipulating and analyzing complex, high-volume, high-dimensionality data from varying, heterogeneous sources

● Experience with messy real-world data -- handling missing/incomplete/inaccurate data

● Proficient in the Python ML ecosystem: NumPy, Pandas, SciPy, Scikit-Learn

● Strong understanding of relational databases like PostgreSQL is a plus

Programming experience:

● At least 2+ years of experience writing production-quality Python code

● Version control: Git, GitHub/Bitbucket

● Experience delivering large-scale deployable projects

Great to have

● We deal with large volumes of geospatial data, so experience working with geospatial data at scale is a big plus

● Knowledge of Python (Shapely, GeoPandas, Fiona, CartoPy, etc) and/or database (PostGIS) geometry/geospatial tools

● Domain experience in building models for location-based services, transportation, scheduling, vehicle routing

Miles at a glance

The app that rewards all your commute & travel

Miles focuses on Marketplaces, Artificial Intelligence, Transportation, and Mobility. Their company has offices in Redwood City. They have a small team that's between 11-50 employees. To date, Miles has raised $6.125M of funding; their latest round was closed on April 2019.

You can view their website at http://www.getmiles.com or find them on Twitter, Facebook, and LinkedIn.

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