Machine Learning Engineer, Forecast Platform
1 month ago
About the Role
As a Machine Learning Engineer, 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 promotionsOwn 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 capabilitiesResearch new tools within the Forecasting space (e.g. TimeGPT, LLM extensions)You can find out more on our ML blog postWe’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 downYou’re an owner — driven, focused, and quick to take ownership of your workHumble — you’re willing to jump in and you’re open to feedbackAdaptable, resilient, and able to thrive in ambiguity — things change quickly in our fast-paced startup and you’ll need to be able to keep upGrowth-minded — you’re eager to expand your skill set and excited to carve out your career path in a hyper-growth settingDesire for impact — ready to take on a lot of responsibility and work collaboratively with your teamExperience
M.S. and 3+ or PhD. and 1+ year(s) experience of developing advanced statistical and machine learning models in productionDemonstrated expertise with object-oriented programming and ML Libraries, e.g. python, SciKit Learn, Lightgbm, Spark MLLib, PyTorch, TensorFlow, etcDeep 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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