Senior Machine Learning Engineer, MLOps Team (offline)

The MLOps team owns the features of the DataRobot platform for operating models in production environments, coordinating the management, monitoring, and governance of all types of models hosted in all types of environments. We apply innovative data science techniques to ensure that models in production continue to predict at a high level and that they can be trusted by stakeholders to function without bias.

We are looking for talented people with excellent engineering skills and deep knowledge of machine learning who can analyze problems, invent unprecedented solutions, and implement them at scale for real-world use within the DataRobot platform.

DataRobot is based around delivering best-in-class AI solutions, and this position provides the opportunity to further advance our powerful MLOps offering. Help us deliver the best end-to-end AI platform on the market!

Responsibilities:
- Automate machine learning processes such as model retraining
- Design techniques for detecting poor model performance e.g. data drift or accuracy degradation
- Build highly scaleable systems for deploying and operating models in production
- Specify data science best practices to other engineers and embed expert knowledge into the platform

Main Requirements:
- Recommended background: 5+ years of combined Python engineering and machine learning experience
- Experience writing maintainable, testable, production-grade Python code
- Understanding of different machine learning algorithm families and their tradeoffs (linear, tree-based, kernel-based, neural networks, unsupervised algorithms, etc.)
- Good command of scientific Python toolkit (numpy, scipy, pandas, scikit-learn)
- Understanding of time, RAM, and I/O scalability aspects of data science applications (e.g. CPU and GPU acceleration, operations on sparse arrays, model serialization and caching)
- Software design and peer code review skills
- Experience with automated testing and test-driven development in Python
- Experience with Git + GitHub
- Comfortable with Linux-based operating systems

Desired Skills:
- Previous experience of deploying and maintaining machine learning models in production
- Experience with Natural Language Processing
- Experience with Computer Vision
- Experience with deep learning libraries and frameworks (TensorFlow, Keras, PyTorch etc.)
- Competitive machine learning experience (e.g. Kaggle)

About datarobot.com

DataRobot accelerates the process of building predictive models to get the most out of valuable data. We work hard to create tools that nascent data scientists can use effectively while also exposing the rich detail and control that data science veterans rely on. Our headquarters is in Boston, with development offices in Kyiv, Lviv, Minsk, Munich, Copenhagen and Singapore.

Company website:
https://www.datarobot.com/