Frameworks like TensorFlow Lite and TiniML for Microcontrollers are designed to run on small devices and can be used with the ESP32.

Topic: Smart home use FreeRTOS and TinyML on ESP32

Short-explain: Implement smart home, training tiniML module to control light and fan by voice. Use temperator and smoking sensor to control light and fan.

Hardware

Usecase Diagram

Class Diagram

Reference

Papers

• Analysis of Free RTOS Vs Bare Metal using ESP32
• Formally verifying FreeRTOS’ interprocess communication mechanism

Tutorial FreeRTOS on ESP32

• ESP32 with RTOS: Youtube.com
• Tutorial FreeRTOS: github.com/neibalch

Training model

• Tensorflow Lite for microcontroller
• TinyML for ESP32
• ESP32_MICROPHONE

Check ESP32 board version

• esptool-js
• repository
• Datasheet