The original guide shows the build using the ESP8266 board. While there is nothing wrong with this build, the ESP8266 does not have built-in Bluetooth support, which is all the rage these days.
Source: Air quality measurement sensor with ESPhome
I have a working ESP32 prototype on my desk. Now I just need to start replacing my ESP8266 builds with this.