Machine Learning Specialist
2 days ago
We are seeking a skilled Machine Learning Specialist to join our team. As a specialist, you will play a critical role in building and deploying machine learning models that drive business outcomes.
Key Responsibilities- Design and develop data pipelines to transform raw events into actionable insights.
- Develop and train machine learning models using Python (scikit-learn, LightGBM, XGBoost) to predict churn, upsell opportunities, and automate member engagement.
- Build real-time inference services to serve predictions into production systems.
- Collaborate with backend engineers to integrate model outputs into workflows.
- Ensure data quality, reproducibility, and compliance.
- 3–5+ years of experience in machine learning or data engineering.
- Strong proficiency in Python, SQL, and one or more ML libraries (scikit-learn, LightGBM, XGBoost).
- Experience with data pipelines (Airflow, dbt, or custom ETL).
- Comfortable with event-driven systems (Kafka, Redis, ClickHouse or similar OLAP).
- Understanding of ML lifecycle: training, serving, monitoring, retraining.
- Ability to design time-based labels (avoiding data leakage).
- Strong problem-solving skills and eagerness to work in a startup environment.
- MLOps tools (MLflow, BentoML, Ray Serve).
- Experience with bandit algorithms, A/B testing, or uplift modeling.
- Prior work with customer engagement, CRM, or subscription businesses.
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