The role involves developing and operationalizing scalable machine learning models and frameworks within a scientific platform to support energy forecasting and optimization, enabling the transition to a cleaner and more resilient energy future.
Key Responsibilities
Abstract deployment and orchestration of forecasting workflows to enable rapid model development
Integrate with data and compute infrastructure to optimize resource utilization and performance
Implement automated testing and monitoring for machine learning models in production
Maintain and improve the model registry and experiment tracking systems
Design frameworks supporting model experimentation, hyperparameter tuning, training, and deployment
Collaborate with data services team to enhance feature store integration
Work with data scientists to develop scalable, validated, and robust models
Partner with simulation teams to incorporate forecasting into physical and portfolio asset optimizations
Enable external customers to perform similar modeling tasks with minimal code divergence and security adherence
Stay current with ML advancements and incorporate best practices into the platform
Requirements
A commitment to clean energy and combating climate change
Proficiency and 5 years experience in Python software development
Familiarity with automated build, deployment, and orchestration tools such as CI CD, Pants, Docker, Metaflow, Argo, and Kubernetes
Strong understanding of data pipelines, ETL, and data infrastructure
Experience with observability tooling like Grafana, Honeycomb, and Prometheus
Experience with common machine learning algorithms and libraries such as xgboost, sklearn, pytorch, pandas, polars, and pandera
Prior experience in operationalizing machine learning workflows
Agility in working with cross-functional teams and adapting to new work methodologies
Familiarity with agile practices, or a willingness to learn
Strong communication skills for collaborating within a remote-first team that works internationally across timezones
Benefits & Perks
Competitive base salary
Comprehensive medical, dental, and vision insurance
401k retirement plan
Opportunity to own a significant piece of the company via equity grant
Unlimited vacation
Flexible work schedule
Remote-first work environment
Accelerated professional growth and development opportunities
Mentorship from leading industry experts
Ready to Apply?
Join Equilibrium Energy and make an impact in renewable energy