Machine Learning Engineer
hace 1 semana
About MediaLab
MediaLab is a leading media and technology company focused on acquiring and growing properties and global brands. As a unique combination of private equity, holding company, and operating entity, we continue to expand and are proud of the prominent market position of our brands.
Our Team
Come join an exceptionally talented team of engineers, designers, product, and business builders. Our headquarters is located in Santa Monica, California, with growing teams in New York and across cities in the US and Latin America.
Your Role at MediaLab
As a Machine Learning Engineer, you will be responsible for ensuring that we have a solid foundation for developing and deploying modeled solutions. You will select and maintain the framework for our ML workflow, optimize models produced by data science to run efficiently at scale, and productionalize models by working with data platform engineers and software engineers to produce consumable outputs.
Key Responsibilities
- Implement a ML framework that includes both model development and robust deployment.
- Work with data science and business intelligence to find the required data as model inputs and ensure it is cleaned and prepared as needed.
- Reach out to other teams as needed to access data sources and take ownership of ensuring we get the necessary data.
- Optimize models to be cost-efficient when running at scale.
- Productionalize models, storing their outputs in accessible formats.
- Expose model outputs to applications, whether this means writing database connectors, RESTful APIs, or other types of solutions.
- Manage the scheduled retraining of models, working with data science to continually validate outputs.
Requirements
- 3-5 years of professional experience in a ML Engineering/ML Ops role or as a data engineer with significant exposure to ML model deployment.
- Advanced Python skills, including significant experience building ML workflows or CI/CD pipelines.
- Comfort with data science libraries such as pandas, numpy, and scipy.
- SQL competence and experience with data cleansing.
- Experience optimizing ML models at scale.
- Experience working with data scientists to productionalize their models.
- Some understanding of hyperparameter tuning and familiarity with common statistical models.
What We Offer
At MediaLab, we value diversity and are proud to be an inclusive, equal opportunity workplace. We rely on a range of backgrounds, experiences, and ideas to drive our success.
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