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.