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Data Science Developer: Modeling

Interested in what it means to work at MAKERS? See more here. 

Projects we will work on together

  • Building Energy Management System / USA
    Product to unlock new revenue for real estate owners by transforming their buildings into power plants and connecting them to new energy markets and customers. Tasks related to creating 21st-century deployments, ensuring smooth operation, securing the whole ICT, and always look forward to how to improve solutions to the infrastructure problems.

Engineer Looking At Blueprint On Site

Your daily job and responsibilities

  1. Turn specifications/requirements into software designs often within an existing tech stack. 

  2. Application and feature development while writing efficient, reliable, and maintainable code.

  3. Troubleshooting, debugging, maintaining and improving existing software.

  4. Develop and integrate machine learning, optimization and analytic algorithms into production modeling environments.

  5. Gather and characterize data inputs and outputs for the models.

  6. Help with testing and continuous improvement of the models.

  7. Work with Software Engineers to integrate the modeling code into the software stack.

Hands Typing

Your Teamleader and Modeling Team member profiles

Phil Regulski

(Director, Data Science)

Phil has over 20 years of experience in data science and ML, over half in the energy sector leading teams to develop software focused on renewable energy solutions. His mission is to create industry disrupting, state-of-the-art software solutions for BPP in order to transform buildings into flexible power networks that help secure access to reliable, clean energy for cities and communities.

The modeling team is responsible for building, deploying, and maintaining complex machine learning models to prepare optimized prediction, simulation, analysis and dispatch plans for the energy portfolio.

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Andrej Hanušovský

(Data Scientist)

Andrej is a data scientist with an energy background (graduated Energy engineer from Politecnico di Milano, Italy). In The modeling team he is responsible for planning, implementation and deployment of new models and features. You will closely cooperate with him on their  design and programming. 

Relevant skills, knowledge and experience

  • MUST HAVE:

    • Strong python design and development skills including modeling libraries and frameworks such as pandas, numpy, scipy, etc. 

    • Structured software development experience including Agile software development processes.

    • Ability to design scalable, performant and resilient software applications based on business and technical requirements often within an existing tech stack.

    • Experience with data science project workflows (problem definition, data gathering/cleansing/engineering; exploratory analysis, feature/model algorithm selection, training/tuning, evaluation, etc.).

    • Experience in the manipulation and analysis of large data sets and time-series data.

    • Familiarity with prototyping in Jupyter notebooks.

    • Experience working with SCM (git).

  • SHOULD HAVE: 

    • Experience building, maintaining and improving optimization models (e.g., LPs, MILPs and open-source solvers); preferably in the energy sector.

    • Familiarity with subset of topics within ML (e.g., tree based methods, simple and complex regression models, SVMs, RNNs, clustering, dimensionality reduction, etc.)

    • Involvement with physical/statistical model development.

    • Analytical, problem solving skills with attention to detail.

    • Proven ability to learn quickly and works well both independently and in a (distributed) team setting.

    • Ability to take responsibility for high-level requirements and their implementation.

  • COULD HAVE:

    • Experience working with data visualization with packages such as plotly or plotly-dash.

    • Experience working with Docker and Kubernetes and cloud systems such as GCP.

    • Knowledge of the energy industry - familiarity with energy markets, renewables, distributed energy resources and building optimization.

    • Ability to present and communicate results to technical and non-technical audiences.

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What you can expect

  • Result-oriented company - we care about results, not hours. We support each other to reach goals.

  • Interesting job and projects - we work in emerging business and technologies, mostly for foreign customers in the USA and Europe.

  • Learn by experience - you will work with experienced players who love to move forward.

  • Remote-first job - work from wherever you want, our office is a social space, not a mandatory place to work.

  • Flexible time hours - no attendance system or anything similar, choose your time when you work and are productive. 

  • No limit to sick days or holidays - we believe in work-life balance, our people decide how much they work.

  • We like your growth - we care about people in the company, each person has his own growth plan, performance feedback twice per year with engineering level, and rate re-evaluation.

  • We love to learn - Coursera for free, certifications paid and our own internal workshops

  • Transparent environment - we believe in transparency and give our people the possibility to shape the company as their own.

A team of creative technologists united by a passion for creating amazing solutions, products and providing services in the area of the Internet of Things

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