Educational materials for students

Materials for undergraduates are posted here.

Neural networks for beginners (rus)

4 Methods of Text Vectorization (rus)

A brief overview of vectorization techniques in NLP (rus)

Parameters of the support vector machine (SVC)

Parameters of the k nearest neighbors method (KNN)

Download (english):

The assignment for Laboratory work and the Course project of the MMO (rus)	18 kB
Introduction to neural networks (rus)	442 kB
The essence of the word2vec algorithm (rus)	29 kB
The essence of autoencoder (rus)	11 kB
An example of a Python program for calculating semantic similarity NLP (en, rus)	6 kB
Сonfusion matrix (References)	10 kB