Senior Machine Learning Engineer Autobidder
3 weeks ago
We are seeking a highly skilled Senior Machine Learning Engineer to join our Autobidder team at Tesla. As a key member of our multidisciplinary team, you will be responsible for developing forecasting algorithms for Autobidder. Your work will focus on researching, prototyping, evaluating, and productionizing new forecasts for electricity prices and other relevant market outcomes. You will ensure that forecasting improvements translate into trading revenue gains for our assets. This role is critical in maintaining best-in-class performance of Autobidder, and your work will help proliferate the building of battery storage and renewable projects around the globe.
Responsibilities
• Lead the design, development, and evolution of our internal forecasting platform
• Conduct creative research to identify new machine learning approaches that improve metrics and incorporate these into our platform
• Identify and integrate new data sources to enhance model performance
• Design scalable and reliable data pipelines to productionize and monitor both new and existing models
• Become an expert in electricity price formation and market dynamics
• Deliver various types of electricity market-related forecasts, including energy and ancillary service prices, load, regulation throughput, and reserve deployments for use in downstream algorithms
• Mentor and develop a growing team of exceptional machine learning engineers into one of the leading electricity market forecasting teams
• Collaborate with optimization engineers, traders, market analysts, and software engineers to ensure forecasts drive end-to-end value
Requirements
• Proficiency in Python with at least 6 years of experience in software development, familiarity with software development practices, writing production-quality code, and agile development
• Experience with a variety of forecasting algorithms and approaches, including statistical, regression, and deep learning algorithms
• Experience with cloud-hosted systems and related tooling, including computing services AWS EC2, Google Compute Engine, container orchestration Kubernetes, Docker, and database and data warehouse platforms Amazon RDS, Google BigQuery
• Expertise with relevant Python libraries such as pandas, numpy, xgboost, lightgbm, pytorch, sklearn, plotly, seaborn, and streamlit
• Demonstrated experience in developing and maintaining production ML platforms
• Intrinsic motivation and passion for learning, collaboration, and working in the clean energy space
• Degree in Mathematics, Machine Learning, Statistics, or equivalent experience
• Domain expertise in forecasting, analysis, or trading in electricity markets ERCOT, CAISO, PJM, AEMO, and UK National Grid
• Experience in shipping production models in time series forecasting or reinforcement learning
• Familiarity with forecasting libraries such as Nixtla, Pytorch-Forecasting, or Darts
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