In this first part of his two-part article series, Pedro lays the groundwork for his autopiloted four-wheeled robot project. Here, he shows the complete path in digital signal processing (DSP) to go to from raw acceleration measurements—obtained from a BeagleBone Blue IMU—to reliable speed estimation using accelerometer data.