title: ÐÐµÑÐ¾Ð´Ñ ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ñ ÑÐ°ÑÐ¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ð¹ Ð¸ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ ÐºÐ¾Ð´Ð° Ð´Ð»Ñ Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð·Ð°Ð´Ð°Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Methods of distributions comparison and program code analysis for task solutions automatic checking
Creators: name: Ð¡ÑÐ°ÑÑÐ»Ð¸Ð²ÑÐµÐ², ÐÐ¸ÐºÐ¸ÑÐ°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2023
Subjects: ÐÑÑÐ¸ÑÐ»Ð¸ÑÐµÐ»ÑÐ½ÑÐµ Ð¼Ð°ÑÐ¸Ð½Ñ ÑÐ»ÐµÐºÑÑÐ¾Ð½Ð½ÑÐµ Ð¿ÐµÑÑÐ¾Ð½Ð°Ð»ÑÐ½ÑÐµ
ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ Ð³Ð¸ÑÑÐ¾Ð³ÑÐ°Ð¼Ð¼
ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ ÑÐ°ÑÐ¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ð¹
Ð°Ð½Ð°Ð»Ð¸Ð· Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ ÐºÐ¾Ð´Ð°
Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ° ÑÐµÑÐµÐ½Ð¸Ð¹ Ð·Ð°Ð´Ð°Ñ
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Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ°
histograms comparison
distributions comparison
program code analysis
task solutions automatic checking
histograms similarity
histograms similarity classifier
natural language processing

description: Ð Ð°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð·Ð°Ð´Ð°Ñ, Ð¾ÑÐ½Ð¾ÑÑÑÐ¸ÑÑÑ Ðº Ð´Ð²ÑÐ¼ ÑÐ°ÑÑÐ¼Ð¾ÑÑÐµÐ½Ð½ÑÐ¼ ÐºÐ»Ð°ÑÑÐ°Ð¼: Ð¿Ð¾Ð´Ð±Ð¾Ñ ÑÐ°ÑÐ¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ð¹ Ñ Ð¿Ð¾ÑÐ¾Ð¶Ð¸Ð¼Ð¸ Ð³Ð¸ÑÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð°Ð¼Ð¸ Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ñ Ð·Ð°Ð´Ð°Ð½Ð½ÑÐ¼Ð¸ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸ÑÐ¼Ð¸. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1. Ð¤Ð¾ÑÐ¼ÑÐ»Ð¸ÑÐ¾Ð²ÐºÐ° Ð·Ð°Ð´Ð°Ð½Ð¸Ð¹ Ðº Ð»Ð°Ð±Ð¾ÑÐ°ÑÐ¾ÑÐ½ÑÐ¼ ÑÐ°Ð±Ð¾ÑÐ°Ð¼ Ð´Ð»Ñ ÐºÑÑÑÐ° Â«ÐÐ°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸ÐµÂ». 2. ÐÐ¾Ð´Ð³Ð¾ÑÐ¾Ð²ÐºÐ° Ð¸Ð½ÑÑÐ°ÑÑÑÑÐºÑÑÑÑ Ð´Ð»Ñ ÑÐ±Ð¾ÑÐ° Ð´Ð°Ð½Ð½ÑÑ Ð¾ ÑÐµÑÐµÐ½Ð¸ÑÑ ÑÑÑÐ´ÐµÐ½ÑÐ¾Ð² Ð¸ ÑÐ±Ð¾Ñ ÑÑÐ¸Ñ Ð´Ð°Ð½Ð½ÑÑ Ñ Ð¿Ð¾ÑÐ»ÐµÐ´ÑÑÑÐµÐ¹ ÑÐ°Ð·Ð¼ÐµÑÐºÐ¾Ð¹. 3. Ð ÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸ ÐºÐ»Ð°ÑÑÐ¾Ð² Ð·Ð°Ð´Ð°Ñ: - ÐÐ°Ð´Ð°ÑÐ° Ð¾ Ð¿Ð¾Ð´Ð±Ð¾ÑÐµ ÑÐ°ÑÐ¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ð¹ Ñ Ð¿Ð¾ÑÐ¾Ð¶Ð¸Ð¼Ð¸ Ð³Ð¸ÑÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð°Ð¼Ð¸; - ÐÐ°Ð´Ð°ÑÐ° Ð¾ ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ñ ÑÐºÐ°Ð·Ð°Ð½Ð½ÑÐ¼Ð¸ ÑÑÐµÐ±Ð¾Ð²Ð°Ð½Ð¸ÑÐ¼Ð¸. 4. ÐÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¸ ÑÐ¾Ð±ÑÐ°Ð½Ð½ÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ Ð²ÑÐ±Ð¾ÑÐ° Ð¿Ð°ÑÐ°Ð¼ÐµÑÑÐ¾Ð² ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸. 5. ÐÑÐµÐ½ÐºÐ° ÐºÐ°ÑÐµÑÑÐ²Ð° Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÑ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð·Ð°Ð´Ð°Ñ Ð¸ Ð¸Ñ Ð°Ð½Ð°Ð»Ð¸Ð·. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð±ÑÐ»Ð¸ ÑÐ¾Ð±ÑÐ°Ð½Ñ Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼ÑÐµ Ð´Ð°Ð½Ð½ÑÐµ Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ñ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð¿Ð¾ÑÑÐ°Ð²Ð»ÐµÐ½Ð½ÑÑ Ð·Ð°Ð´Ð°Ñ. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½ÑÐµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð¿Ð¾ÐºÐ°Ð·Ð°Ð»Ð¸ Ð½Ð° Ð¸Ð¼ÐµÑÑÐ¸ÑÑÑ Ð´Ð°Ð½Ð½ÑÑ Ð´Ð¾ÑÑÐ°ÑÐ¾ÑÐ½Ð¾ Ð²ÑÑÐ¾ÐºÐ¾Ðµ ÐºÐ°ÑÐµÑÑÐ²Ð¾ Ð´Ð»Ñ ÑÐ¾Ð³Ð¾, ÑÑÐ¾Ð±Ñ Ð¸Ñ Ð¼Ð¾Ð¶Ð½Ð¾ Ð±ÑÐ»Ð¾ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÑ Ð´Ð»Ñ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð·Ð°Ð´Ð°Ñ Ð² ÑÑÐµÐ±Ð½Ð¾Ð¼ Ð¿ÑÐ¾ÑÐµÑÑÐµ.
description: The work is devoted to the research and implementation of task solution automatic checking algorithms related to the two examined classes: selection of distributions with similar histograms and implementation of an algorithm with specified requirements. The research sets the following goals: 1. Formulation the task statements for the practical labs of the course Â«Machine LearningÂ». 2. Infrastructure development for gathering the task solutions by students including collecting and markupping datasets. 3. Implementation of algorithms for task solutions automatic checking of the following classes: - The task about selection of distributions with similar histograms; - The task about implementation of an algorithm with specified requirements. 4. The usage of machine learning models on the collected datasets in order to choose appropriate hyperparameters of automatic checking algorithms. 5. Quality estimation of implemented automatic checking algorithms. As the result, needed datasets have been collected and task solutions automatic checking algorithms have been implemented. The quality of proposed algorihtms is high enough to use them for checking task solutions in educational process.