Explore how to transform a Raspberry Pi Zero webcam into a smart security camera with motion detection, threat detection, and alert notifications in this GOTO Copenhagen 2018 conference talk. Learn about combining open-source software with cloud-based image analysis, setting up the hardware, and implementing software like Motion. Discover how to integrate AWS services such as Rekognition, Lambda, and Step Functions to create a smart camera AWS pipeline. Evaluate the project requirements, address false alarms, and add intelligent filtering. Gain insights into real-time video annotation using the Intel Movidius Neural Compute Stick and analyze its performance. Follow along as the speaker shares their journey of enhancing a constrained IoT device with cloud computing capabilities.