AIoT Hub - IoT Data Drift Happens - AI to the rescue

AIoTHub (formerly IoT North) Community meetup are pleased to present Advait Sowale in "IoT Data Drift Happens - AI to the rescue"

Abstract:

IoT environments are dynamic and constantly evolving. Sensors degrade over time, operating conditions change, and user behaviors shift, all of which can lead to data drift. AI systems must be designed to proactively detect and mitigate such drift to maintain performance.
Use Cases :

• A smart energy grid trained on winter consumption patterns may underperform in summer unless its models are periodically retrained to account for seasonal variations and occasional drift.
• In smart cities, traffic management AI trained on pre-pandemic commuting patterns must adapt to new behavioral shifts caused by increased remote work and changing mobility trends.
• Wearable fitness devices may experience performance drift as users age or modify their routines, requiring continuous model recalibration to deliver accurate health recommendations.

Bio:

Meet Advait: A Pune-Based IT Professional with Broad Industry Experience

Advait is an IT professional based in Pune with over 16 years of experience across Analysis, Design, Development, Quality Assurance, and Delivery. During his career, he has worked with leading IT organizations and contributed to projects serving clients across different regions and industries.
Over the last five years, he has focused on emerging technologies such as Artificial Intelligence, the Internet of Things (IoT), Mixed Reality, Blockchain, and Data Science. He has also written articles and blog posts on technology-related topics that have been featured in various publications.
Advait regularly participates in conferences, meetups, and professional events as a speaker, sharing practical insights and experiences from the technology industry. In addition, he conducts training sessions on topics including software development processes, programming languages, software quality, emerging technologies, digital marketing, content creation, content management, and domain-specific knowledge.