Pradeep Singh
MLOps Engineer - AI/ML on Google Cloud • 2x GCP • 1x Gen AI
- Role
- Assistant Manager (Mlops) at Genpact
- Location
- Gurugram, HR, IN
- LinkedIn followers
- 500 followers
About Pradeep Singh
Not looking for a job change anytime soon, but open to conversations]With 6+ years of experience in machine learning and data engineering, I specialize in building scalable data infrastructures and deploying reliable ML models into production. I bring hands-on expertise in GCP (BigQuery, Dataprep, Dataproc, Composer, GCS, Looker Studio), Python/PySpark, SQL, and Git.I’m passionate about streamlining data workflows and ensuring high-performing, production-grade models that deliver real-world impact.Outside of work, I\'m a runner (HM PB: 2:19:07 | 10K PB: 59:12), sports enthusiast, and travel lover always looking for the next adventure.
Experience
Assistant Manager (Mlops)
Sep 2022 — Present · Gurugram, IN
Enhanced the data quality and integrity by implementing an automated report pipeline to compare base datasets with production data for each variable (numeric and categorical types). Variable status indicators (Red, Green, or Yellow) are provided, offering clear visibility into data distribution drift.(,): Developed a dashboard which consolidates various ML metrics and model performance reports into a single platform. It aids ML Engineers, the modelling team and LOBs in easily viewing these reports and making informed decisions.Integrated key metrics: Attribute Quality Status Model Performance Attribute ImportanceResulted in enhanced data-driven decision-making capabilities.(-): Oversee the entire WebApp development cycle, from project scoping and timeline planning to developer coordination and issue resolution. Co-develop the application as necessary to ensure timely progress. Prioritize features based on stakeholder requirements and feedback. Implement PD, LGD calculations, ORR, and LRR risk ratings. Plan and execute the migration to a modern, open-source full-stack platform.
Education
Dr M G R Educational and Research Institute
Bachelor's degree, Computer Science
2013 — 2017
Government Coed Sr. Sec. School
Intermediate, Science
2011 — 2012
Udacity
Nanodegree, Data Analyst Nanodegree
Skills
- E-Learning
- Educational Leadership
- Secondary Education
- Educational Technology
- Web Development
- Special Education
- Front-End Development
- Web Design
- Lesson Planning
- Teaching
- Literacy
- Tutoring
- Elementary Education
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