Senior Engineer, Predictive Modeling

6 days ago

San Francisco, California, United States DoorDash Full time

About the Role

As a Machine Learning Engineer at DoorDash, you will have the opportunity to leverage our robust data and machine learning infrastructure to develop ML models that impact millions of users across our three audiences and tackle our most challenging business problems. You will work with other engineers, analysts, and product managers to develop and iterate on models to help us grow our business and provide the best service quality for our customers.

You're excited about this opportunity because you will...

  • Build time-dependent statistical and ML models that solve product needs across our verticals - e.g. matching supply / demand, predicting support needs, providing insights to our internal platforms (ads, experiments, merchant), auto-scale infrastructure and optimize business processes such as promotions
  • Own the modeling life cycle end-to-end including feature creation, model development and prototyping, experimentation, monitoring and explainability, and model maintenance
  • Contribute to the development of our in-house Forecasting Self-Service Platform and proprietary Forecasting Repository to uplevel our capabilities
  • Research new tools within the Forecasting space (e.g. TimeGPT, LLM extensions)
  • You can find out more on our ML blog post

We're excited about you because...

  • High-energy and confident — you keep the mission in mind, take ideas and help them grow using data and rigorous testing, show evidence of progress and then double down
  • You're an owner — driven, focused, and quick to take ownership of your work
  • Humble — you're willing to jump in and you're open to feedback
  • Adaptable, resilient, and able to thrive in ambiguity — things change quickly in our fast-paced startup and you'll need to be able to keep up
  • Growth-minded — you're eager to expand your skill set and excited to carve out your career path in a hyper-growth setting
  • Desire for impact — ready to take on a lot of responsibility and work collaboratively with your team

Experience

  • M.S. and 3+ or PhD. and 1+ year(s) experience of developing advanced statistical and machine learning models in production
  • Demonstrated expertise with object-oriented programming and ML Libraries, e.g. python, SciKit Learn, Lightgbm, Spark MLLib, PyTorch, TensorFlow, etc
  • Deep understanding of complex systems such as Marketplaces, and domain knowledge in two or more of the following: Machine Learning, Causal Inference, Operations Research, Forecasting
  • Experience of shipping production-grade ML models and optimization systems

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