Mr. Sreepal Reddy Bolla
Scalable AI Pipelines for Vision and Robotics: Cloud-Native Approaches for Real-Time Intelligence
Abstract:
In today’s fast-evolving technological landscape, real-time intelligence is crucial for enabling advanced computer vision and robotics applications. This talk explores the architecture and implementation of scalable, cloud-native AI pipelines that power enterprise-grade analytics, focusing on how organizations can leverage platforms like Google Cloud, Apache Beam, and BigQuery for ingesting, transforming, and serving data at scale. Drawing from real-world use cases such as dynamic pricing, digital fitting rooms, and competitor intelligence systems implemented for Retail Client, this session will showcase how to operationalize machine learning in production environments with tight latency and reliability constraints. It will also touch upon the intersection of streaming data, MLOps, and intelligent automation, outlining patterns, best practices, and future trends shaping the vision and robotics ecosystem.