Ayush Nair
Engineering Leadership | Product & Platform Execution | People-First Management
- Role
- Engineering Manager Ii at TransUnion
- Location
- Bengaluru, IN
- LinkedIn followers
- 500 followers
About Ayush Nair
Engineering Lead specialising in end-to-end software engineering and cross-functional…
Experience
Engineering Manager Ii
Jan 2023 — Present · Bengaluru, IN
Scaled and led a ML/AI engineering team globally—built the team from scratch and established a strong engineering culture through hiring, mentoring, and succession planning. Drove platform strategy in partnership with principal engineers—delivered a secure, cloud-agnostic ML/AI ecosystem using GCP, Spark, Kubernetes, and CI/CD. Architected and deployed a high-throughput ingestion platform processing terabytes data daily/monthly; standardized ML model registration and deployment via MLFlow and Kubernetes. Enabled MLOps at scale with Vertex AI, Feast SDK, Jupyter, and R-Studio for real-time and batch inference—ensured full compliance with GDPR and CCPA. Pioneered GenAI adoption by building LangChain-powered data agents with Neo4j for identity resolution and natural language data exploration. Delivered no-code tools like a PySpark-based Attribute Builder execution and integrated BI dashboards (Looker, Superset) for monitoring and governance. Contributed to secure full-stack development using Vue 3, Spring Boot, Python, and Java microservices; integrated JWT, LDAP, and Kong for service authentication. Promoted engineering excellence via architecture reviews, mentoring, and cross-team alignment to improve delivery velocity and technical quality. Owned end-to-end delivery across multiple scrum teams—oversaw planning, stakeholder engagement, and production releases in a distributed setup.
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