What are the responsibilities and job description for the Machine Learning Engineer position at Entertainment Data Oracle (EDO)?
Our Story
At EDO, we're the TV outcomes company - a leading platform measuring Convergent TV advertising. We combine real-time engagement signals with world-class decision science to maximize creative and media performance for modern marketers at leading brands, TV networks, entertainment studios, and ad agencies.
We provide investment-grade data that aligns advertising investments to business results - with detailed competitive, category, historical, and predictive intelligence. Our data helps drive informed decisions across the industry.
About the Role
A Machine Learning Engineer at EDO is part of our Data Science team. This role focuses on production deployment/maintenance of internal data and modeling products. ML Engineers harden proof-of-concept and exploratory code into reliable components of EDO's production systems.
The Key Responsibilities
Migrate components of our existing modeling frameworks from batch-oriented to continuous training and monitoring.
Diagnose issues with legacy models and pipelines and decide what to maintain as-is, what to rebuild, and what to replace with our collection of internal modeling building blocks.
Lead large, high-priority, cross-functional, strategic projects, driving multiple decisions that have significant impact.
What You'll Need
Experience with MLOps, especially with continuous model training and monitoring.
4-6 years of overall development experience
3 years of Python experience writing clean, reusable code used by Data Scientists or deployed in production systems.
Proficiency with analytic queries in SQL and relational databases (we primarily use Snowflake), with experience interfacing directly with databases from Python (we leverage SQLAlchemy Core heavily).
Expert level experience with a variety of modeling techniques, preferably both more traditional methods like GBMs and regressions plus some experience with deep neural networks.
What We Can Teach You
Causal inference on observational models of sales lift, modeling marketing effectiveness.
Benefits
EDO offers a competitive compensation package, including:
Mid-stage equity and competitive salary
Flexible Time Off
Medical, dental and vision coverage, deeply discounted by EDO
401(k) plan, FSA, HSA
Commuter Benefits
When in an office, employee meals, snacks, and more
