Staff Applied Scientist

The Trade Desk The Trade Desk · Media · Bellevue, WA · Data Science

Staff Applied Scientist role focused on researching and developing end-to-end ML/deep learning forecasting models for advertising campaign lifecycle, involving signal collection, feature construction, model evaluation, and deployment in collaboration with engineering teams.

What you'd actually do

  1. Develop ML/deep learning based models end-to-end to support various forecasting need throughout advertising campaign life cycle, including working on signal collection, feature construction, model evaluation and monitoring;
  2. Collaborate with engineer team on signal collection pipeline and model training, deployment and monitoring processes;
  3. Collaborate with downstream team to understand their forecasting needs and design appropriate models;
  4. Design offline and online model success metrics and use data to drive iterative model improvement

Skills

Required

  • machine learning (ML)
  • deep learning (DL)
  • Python
  • PyTorch/ TensorFlow preferred

Nice to have

  • forecasting domain
  • privacy safe measurement and data storage
  • Spark skills
  • EMR or Databricks
  • distributed computing cluster

What the JD emphasized

  • end-to-end owners
  • deep learning models
  • large scale
  • AI-powered analytics or models

Other signals

  • end-to-end owners
  • forecasting models
  • deep learning models
  • large scale