For the theoretical knowledge of the fasttext see the following video:

Based on the video and this note following pdf is created:

For practical implementation follow this wonderful tutorial:

References:

1. CS224N by Christopher Manning (Stanford University)

2. Numpy Implementation of Word2Vec