Discover how to quickly set up and manage your own IoT device in this Voxxed Days Singapore 2018 conference talk. Learn about using Raspberry Pi, Google Cloud, and serverless technologies to build an IoT ecosystem. Explore topics such as device customization, WiFi configuration, troubleshooting, and development using SFTP and Rainbow Hat. Dive into data warehousing with Google Cloud SDK and BigQuery, and learn to push data to the cloud. Understand how to implement PubSub for data streaming, receive commands, and utilize cloud storage. Gain insights on incorporating USB webcams, sending commands, and updating code using lambda functions. Finally, discover how to integrate machine learning into your IoT project.