Machine Learning Engineer Energy Optimization

Residential heating is one of Europes largest sources of CO₂ emissions while energy prices remain unpredictable for many households. At Aira were on a mission to change that. Founded in 2022 and now employing more than 800 people we develop and install clean energy solutionsincluding heat pumps solar panels and battery systemspowered by intelligent technology that helps homes operate more efficiently.

Our goal is simple: to help households reduce both their carbon footprint and their energy costs.

With headquarters in Stockholm Sweden a state-of-the-art manufacturing facility in Poland and hubs across the UK Germany and Italy Aira is rapidly scaling to bring clean energy technology to 5 million homes by 2034.

About the role

In the Energy Optimization team we build optimization and machine learning systems that help control when heat pumps run when batteries charge or discharge and when it makes sense to export energy to the grid. We are also building new flexibility capabilities by coordinating fleets of homes to support the grid when it matters most.

Were looking for a Machine Learning Engineer to join this product team. Youll work on models and systems that turn messy real-world signals into reliable decisions for customers homes. This includes building and improving forecasting and optimization models productionising them monitoring their performance and iterating based on real-world outcomes.

Youll work closely with Product Engineering Design and other teams to ship customer-facing intelligence that is reliable understandable and valuable. We value clear communication thoughtful collaboration curiosity and a pragmatic approach to problem-solving.

If you enjoy turning ML models into production systems that create measurable customer impact we would like to hear from you.

What youll be doing

• Build and improve ML and optimization models that power customer-facing energy optimization features.

• Work on time-series forecasting scheduling and decision models for heat pumps batteries solar tariffs weather and customer behaviour.

• Productionise and own models end-to-end including deployment monitoring reliability and iteration based on real-world outcomes.

• Run experiments on real customer systems evaluate impact and turn results into product decisions.

• Contribute to initiatives from discovery to production impact helping define success metrics and align with stakeholders.

• Communicate clearly with technical and non-technical audiences explaining trade-offs uncertainty model behaviour and what is good enough to ship.

What youll bring to the role

• Experience building ML data or optimization systems that are used in real-world products.

• Good programming skills in Python and software engineering fundamentals.

• Experience taking models beyond notebooks including evaluation testing deployment or monitoring.

• Experience with cloud platforms such as AWS GCP or Azure.

• Comfort working with real-world data including ambiguity imperfect signals and changing requirements.

• A pragmatic product-oriented mindset: you care about measurable customer impact not model complexity for its own sake.

• Clear communication skills and the ability to collaborate well in cross-functional teams.

Bonus points if you have

• Experience with energy systems electricity markets demand response or flexibility.

• Experience with constrained optimization control systems or physical systems modelling.

What is in it for you

• Gain hands-on experience in a fast-growing scale-up with a supportive and inclusive culture and career advancement opportunities.

• Collaborate with diverse teams across international markets and launch products globally.

• Develop and grow personally and professionally in an entrepreneurial-minded environment.

• Thrive in a dynamic solution-oriented culture tackling challenges and driving meaningful solutions that make a positive impact on the world.

• Influence the companys success with a visible impact on product development and market growth.

• Enjoy our brand-new office at Norra Stationsgatan 93 in Stockholm. Conveniently located near public transport with Sankt Eriksplan and Odenplan stations just a few minutes walk away.

At Aira we champion next-generation energy as well as diversity and inclusion. We firmly believe that a diverse workforce fosters innovation and creativity enhancing our ability to serve customers and communities effectively. We welcome individuals from all backgrounds cultures and perspectives to join our team. Our commitment is to uphold equality and inclusivity fostering a collaborative environment where everyone can thrive and contribute to a better future for our people and the planet.