Software Engineer – ML Platform, Staff/Sr Staff

🕒 vor 2 Monaten

🗣️🇺🇸🇬🇧 Englisch erforderlich

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Logo of Equilibrium Energy

Equilibrium Energy

51 - 200 Mitarbeiter

⚡ Energie

🏢 Unternehmen

Energy • AI • Enterprise

Equilibrium Energy ist ein innovatives Unternehmen, das sich darauf konzentriert, die Herausforderungen des Klimawandels durch innovative Energielösungen anzugehen. Sie sind spezialisiert auf den Umgang mit Stromvolatilität und helfen führenden Unternehmen, ihre Nachhaltigkeits- und saubere Energieziele zu erreichen. Mit einem Team aus erstklassigen Wissenschaftlern, Ingenieuren und Fachexperten steht Equilibrium Energy an vorderster Front bei der Neugestaltung der Rolle und Fähigkeiten von Energieunternehmen. Sie integrieren fortgeschrittene KI-Techniken mit grundlegender Modellierung physikalischer Energiesysteme, um Erkenntnisse zu gewinnen und eine nachhaltigere und klimafreundlichere Energiebranche zu schaffen.

Beschreibung

• Abstract away the complexities behind the deployment and orchestration of a large number of forecasting workflows, enabling a fast model development lifecycle for our Science team • Integrate with data and compute infrastructure to optimize resource utilization and performance • Implement automated testing and monitoring for ML models in production • Maintain and iterate on our model registry and experiment tracking • Co-design frameworks that support model experimentation, hyperparameter tuning, training, and deployment • Partner with our Data Services team to incrementally improve our feature store and tie it to the EQ ontology • Collaborate closely with data scientists to understand new model requirements and together implement solutions that are robust, validated, and scalable • Collaborate with the Science Platform Simulation team to incorporate forecasting into physical and portfolio asset optimizations • Partner with our Product and Customer Delivery teams to enable external customers to perform similar tasks to our internal scientists, with minimal code divergence and following security best practices • Stay up-to-date with the latest advancements in ML engineering and integrate best practices into the platform

🎯 Anforderungen

• 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 (xgboost, sklearn, pytorch, pandas, polars, 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

🏖️ Vorteile

• Competitive base salary and a comprehensive medical, dental, vision, and 401k package • Opportunity to own a significant piece of the company via a meaningful equity grant • Unlimited vacation and flexible work schedule • Accelerated professional growth and development opportunities through direct collaboration and mentorship from leading industry expert colleagues across energy and tech

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