Hi, I think you can starts from Post training quantization : Post-training quantization  |  TensorFlow Lite 4
Unfortunately, Quantization aware training is not supports LSTM/RNN layers yet.
(It just in the plan.)
For your information, There’s known issue related to LSTM quantization: Can LSTM be fully quantized for inference? · Issue #25563 · tensorflow/tensorflow · GitHub 14