The Stemma-QT to Grove connector is out-of-stock. Methods Video S1: Thread the mounting wire through the mounting holes of the Maker Pi Pico base, related to step 3 Methods Video S2: Thread the remaining mounting wire through the mounting holes of the AS7341 light sensor and position the sensor above the LEDs, related to step 4 Methods Video S3: Attach the Pico W and the AS7341 light sensor to the Maker Pi Pico base, then connect the USB cable from the Pico W to the computer while holding down the BOOTSEL button, related to step 5 Methods Video S4: Download the Thonny editor and install the MicroPython firmware onto the Pico W, related to steps 6, 7, 8, and 9 Methods Video S5: Download the source code from GitHub, unzip it, and enter WiFi credentials, related to steps 10, 11, 12, and 13 Methods Video S6: Upload the source code to the Pico W and run the main.py script, related to steps 14 and 15 Methods Video S7: Open the cloud-control Jupyter notebook via Google Colab and install the selfdriving-lab-demo Python package, related to steps 16 and 17 Methods Video S8: Copy-paste the PICO ID from Thonny to Colab and control the setup remotely through the "evaluate" command, related to steps 18 and 19. Methods Video S9: Perform the "Hello, World!" of optimization, comparing grid search vs. random search vs. Bayesian optimization, related to step 19 Methods Video S10: Visualize the results of the optimization comparison, related to step 19