There are 2 repositories under lstm-numpy topic.
Repo for ML Models built from scratch such as Self-Attention, Linear +Logistic Regression, PCA, LDA. CNN, LSTM, Neural Networks using Numpy only
Create a simple lstm network in numpy with forward and backprop