In this repository I am going to upload some algorithms / projects regarding NLP. Everything, unless stated otherwise, will be done from scratch: using only NumPy. This means that the backpropagation equations will need to be derived.
When the project is about an algorihtm, you will find either a .pdf file showing the derivations of the back and forward propagation equations, or the needed math in the .md file (each folder will have a Readme file in which the process will be shown).
Right now there are two folders:
-
Word2Vec. The Word2vec algorithm to obtain vector representations of words. -
Word_Prediction. Using the scratch implementation of the Word2Vec algorithm, predict the next word of a sentence.