Classification or regression algorithms in e-learning systems

Notice: You must not exceed the maximum allowed pages for each section.

All reports should consist of the following sections:

1. Introduction and description of the problem
Describe the basics of the problem. Don’t forget to explain why the problem is important.
(This section should not be longer than one page.)

2. Typical approaches in solving the problem
In this section you give a list of the algorithms (or methods, or approaches etc.) that can be used to solve the problem. (Note that your problem definitely can be solved using many algorithms so your list should contain at least a few of those.) After the list, give a general explanation why those algorithms can be used for solving the problem. (Do not put here any detailed explanations of inner workings of the algorithms themselves.)
(This section should not be longer than one page.)
3. Description of the algorithm
In this section you give a detailed description of the one chosen algorithm with explanation of its main working principles and its main steps. Describe the algorithm in the context of the problem so that it is clear how the problem is solved using the algorithm.
(This section should not be longer than two pages.)
4. Description of practical application
For this section you will find a scientific article where the algorithm (the same that you described in Section 3) is applied to solve a specific case of the problem. Give short explanation of how the algorithm is used to solve it. Do not include here any source code and do not republish full empirical results. Instead give short explanation of what exactly is solved, how exactly the algorithm is applied to solve it, and how good were the results compared to other algorithms that were tried (if only one algorithm was used how its performance depended on its configuration/hyperparameters etc.).
(This section should not be longer than two pages.)
5. Conclusions
Give conclusions from the information of all previous sections, i.e., what are your conclusions about the problem, the algorithm, and its practical application. (give only your own conclusions and thoughts about the topic)
(This section should not be longer than half of a page.)
6. References
This is the list of all sources that you used to write your report. Include all sources that you used in any way. Each source must have a direct web link. The very minimum of literature sources used for your report is 3 (not counting those which you actually did not use).
(This section should not be longer than half of a page.)