Komal Soni

About Komal Soni

As an Engineer at Target, my role encapsulates crafting solutions that blend machine learning with practical applications, notably in machine learning models, time series models, NLP and forecasting. This position has honed my ability to develop responsive interfaces and RESTful APIs, leveraging my expertise in applied machine learning and full-stack development.

Experience

1. Engineer

   Target

   Aug 2022 — Present · Bengaluru, IN

   Designed and deployed an end-to-end ML lifecycle for anomaly detection and forecasting for hardware metrics (Python, FB Prophet, React.js), reducing false positives by 83% and improving prediction accuracy by 39%; opera- tionalized models into production APIs for scalable automation and continuous optimization. • Applied NLP pipelines to multi-application hardware performance logs to uncover performance patterns, enabling faster incident detection and data-driven product decisions through effective data storytelling. • Developed a Golang + MongoDB micro-service based alerting system, reducing redundant alerts by 98% and improving visibility and uptime; integrated A/B testing and experimentation to refine thresholds and maximize reliability. • Built a Python-based configuration automation tool to streamline infrastructure provisioning, improving scal- ability and operational consistency; leveraged statistical modeling and monitoring for performance validation.

Education

• Birla Institute of Technology and Science, Pilani

  Master of Technology - MTech

• BITS-PILANI

  Master of Technology, Artificial Intelligence

• HITAM (Hyderabad Institute of Technology and Management)

  Bachelor of Technology - BTech, Computer Science

  2018 — 2022

• HITAM

  Bachelor of Technology, Computational Science