math-stats-for-nlp

A set of class projects: math and statistic exercises for NLP and DL, extracted from Math and Statistics course at Language Analysis and Processing master's degree (EHU/UPV).

Comes with exercises on...

Functions, vectors and matrices

Functions and derivatives
Vectors
Matrixes
Image transformation task with matrixes

Gradient descent:

Multiple inputs
Multiple inputs and outputs
Adding a second layer

Neural Network building project:

Last project on building a neural network and classification training task from scratch.