Why TinyML Applications Fail - Common Challenges and Issues in Real-World Projects

Explore a 21-minute conference talk from the tinyML Summit 2023 where SensiML Corp's CTO Christopher Knorowski provides a candid examination of why TinyML applications often struggle in real-world implementations. Gain insights from over a decade of industry experience as the presentation delves into common challenges, misconceptions, and pitfalls encountered when deploying TinyML models at the IoT edge. Learn about the promised benefits of edge AI processing - including reduced latency, enhanced privacy, improved performance, and better reliability - while understanding why these advantages don't always translate successfully from proof-of-concept to practical application. Discover practical solutions and methodologies to address these implementation challenges across various use cases, from industrial predictive maintenance to wake word triggering, agricultural monitoring, and image recognition applications.