Data Scientist
About the role
AI/ML Engineer bridges the gap between data science and software engineering. While Data Scientists typically focus on analyzing data, experimenting, and building statistical models, AI/ML Engineers focus on architecting, scaling, deploying, and maintaining production-grade machine learning and artificial intelligence systems.
Track real-time inference latency, system resource utilization, and memory usage.
Monitor for data drift (changes in input distribution) and concept drift (degradation in model precision), triggering automated retraining cycles.
Ensure compliance, guardrails, data privacy, and bias mitigation across production endpoints.
Clean, transform, validate, and structure raw, unstructured, or semi-structured data for model consumption.
Extract, select, and construct informative features from raw data to optimize model predictive power.
Build and optimize automated, scalable data extraction pipelines to continuously feed training workflows using tools like Apache Spark, Kafka, or Airflow.
Responsibilities
- Bridge the gap between data science and software engineering
- Track real-time inference latency and system resource utilization
- Monitor for data drift and concept drift
- Ensure compliance and data privacy across production endpoints
- Clean, transform, validate, and structure raw data for model consumption
- Extract and construct informative features from raw data
- Build and optimize automated data extraction pipelines
Qualifications
- Candidates should be able to bridge the gap between data science and software engineering to scale ML models.
- Proficiency in tools like Apache Spark, Kafka, or Airflow for data pipeline optimization is required.
Skills mentioned
About Baanyan Software Services, Inc.
Baanyan is a leading provider of IT Services and Solutions to businesses ranging from mid-sized to global fortune 500 enterprises. Baanyan is affiliated with New Jersey Staffing Association and its quality processes are endorsed by the industry’s leading certification standard. Based in NJ and operating around the world, Baanyan has demonstrated its commitment to customer satisfaction and innovation through its professional service offerings IT Consulting, Product Development, Business Technology Services & IT Consulting Services. We help organizations operate more productively and profitably through a full suite of Out of the Box configuration and custom IT solutions and products. For more in depth review, please visit our website: www.baanyan.com