Set up a model for the User Activity Recognition with the Accelerometer sensor of the smartphone, using a crowdsensing IoT app.
Radio emissions from sky sources like Sun and Jupiter can be received and converted to digital domain for processing.
This projects shows a simple environment monitor which sends you an EMail when an abnormal weather condition is detected.
If you plan on a vacation, here is a great project to track the temperature and soil moisture of your Plant using dweet.io and AWS IoT.
Air Quality Monitoring that uses the Intel Edison Compute Module, Amazon AWS, Visualization through Kibana, and drones!
Know when your clothes are dry