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Principal Machine Learning Architect
Index Exchange
Berlin 🇩🇪Hybrid1mo ago
- Employment
- Full-time
- Seniority
- Staff
About the role
- Design, develop and implementation of complex data-centric solutions, including large data set verification, transformation, and feature generation
- Ensure continuous high-quality input for ML model development
- Design and implementation of model delivery systems
- Develop effective strategies on deployment and hosting of ML models
- Manage and monitor deployed models
- Ability to deploy fast or real time inferencing a plus
- Masters or PhD in a STEM field or equivalent experience in a Data Scientist or closely related role
- Industry experience applying ML at scale
- Extensive knowledge of production infrastructure and pipelines for ML models (MLOps)
- Experience with several of the following: Classification, Regression, Pattern Recognition, Recommendation Systems, Targeting Systems, Ranking Systems
- Experience with Python or other relevant programming languages and Machine Learning frameworks
- Work on functional design, process design (including scenario design, flow mapping), prototyping, testing, training, and defining support procedures
- Interest in performance optimizations
- Deep knowledge of math, probability, statistics, and algorithms
- Strong business acumen with the ability to work cross-functionally to source data, establish requirements and define success
- Experience working with an advanced engineering team
- Knowledge of best practices for software engineering
- Bonus if you have a software engineering background
- Published articles or papers
- Experience with participating in the machine learning competitions such as Kaggle
- Experience in ad tech (i.e. knowledge of digital programmatic advertising data)
- Comprehensive health, dental, and vision plans for you and your dependents
- Paid time off, health days, and personal obligation days plus flexible work schedules
- Competitive retirement matching plans
- Equity packages
- Generous parental leave available to birthing, non-birthing, and adoptive parents
- Annual well-being allowance plus fitness discounts and group wellness activities
- Commuter benefits and discounts, where available
- Employee assistance program
- Mental health first aid program that provides an in-the-moment point of contact and reassurance
- One day of volunteer time off per year and a donation-matching program
- Monthly town halls and regular community-led team events
- Multiple resources and programming to support continuous learning
- A workplace that supports a diverse, equitable, and inclusive environment – learn more here
Perks & benefits
- Vision Insurance
- Paid Time Off
- Pension Matching
- Equity Compensation
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