
Senior AI/ML Data Engineer
2 weeks ago
Driven by innovation and a passion for fashion, we are seeking an exceptional Lead Machine Learning Data Engineer to spearhead the development of cutting-edge machine learning models.
Job OverviewThis is an incredible opportunity to leverage your expertise in MLOps and data engineering to drive business growth and transformation.
Key Responsibilities:
- Design and deploy scalable machine learning pipelines using scikit-learn, TensorFlow, and PyTorch.
- Develop and implement robust MLOps best practices and frameworks to ensure model reliability and performance.
- Collaborate with cross-functional teams to design and implement efficient data pipelines that support business objectives.
- Utilize Snowflake-centric MLOps leveraging Snowpark developer framework to drive data-driven decision-making.
- Implement real-time model monitoring and anomaly detection using statistical drift detection.
- Design and implement modular, testable, and documented transformations using DBT to streamline ML workflows.
Requirements:
- 6-10 years of experience in MLOps, ML Model Development, and data engineering.
- Strong problem-solving skills with a proactive approach to optimization.
- Excellent communication and collaboration skills to work effectively across global teams and time zones.
- Bachelor's degree in computer science, engineering, data science, or a related field.
- Proficiency with ML frameworks (e.g., TensorFlow, PyTorch, Scikit-learn) and understanding of supervised and unsupervised learning algorithms.
- Experience with CI/CD tools (e.g., Jenkins, GitLab CI, CircleCI) to automate deployment processes.
- Adept in programming languages such as Python, Java, or Scala, with solid knowledge of SQL and NoSQL databases.
- Familiarity with cloud services (AWS, Azure, Google Cloud) and containerization technologies (Docker, Kubernetes).
- Experience with data pipeline frameworks (e.g., Apache Airflow, Apache Kafka).
Nice to Have:
- Azure ML integration with Snowflake: Utilize Snowflake as the data layer, Azure ML for model training, and push back results for inference.
- Anomaly Detection & AutoML: Building modular components that can run and scale via Snowpark.
- Model Monitoring: Statistical drift detection using Snowflake + Power BI dashboards.
- Data Build tool (DBT): Modular, testable, and documented transformations feeding ML workflows.
Core Competencies:
- Strong problem-solving skills with a proactive approach to optimization.
- Excellent communication and collaboration skills.
- Experience in designing and implementing MLOps best practices and frameworks.
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