Subject · Computer science
Python-la maşın öyrənməsiCLO↔PLO matrix
CLO ↔ PLO matching table
How this subject's course outcomes map onto the programme's learning outcomes.
| Course outcome | PLO 1 | PLO 2 | PLO 3 | PLO 4 | PLO 5 | PLO 6 |
|---|---|---|---|---|---|---|
| CLO 1CLO-13039Explains the basic concepts, types, development stages and application areas of machine learning. | matches | does not match | does not match | does not match | matches | does not match |
| CLO 2CLO-75353Processes, analyzes and visualizes data using numpy, pandas, scipy, matplotlib and seaborn libraries. | matches | matches | does not match | does not match | matches | does not match |
| CLO 3CLO-63133Prepares data for machine learning by applying data preprocessing and statistical analysis methods. | matches | matches | matches | does not match | matches | does not match |
| CLO 4CLO-14651Solves prediction and classification problems by applying supervised learning algorithms (decision tree, random forest, knn, svm, naive bayes and regression). | matches | matches | matches | does not match | matches | does not match |
| CLO 5CLO-40157Performs data clustering by applying unsupervised learning algorithms (k-means, dbscan) and evaluates the results. | matches | matches | matches | does not match | matches | does not match |
| CLO 6CLO-21970Builds, evaluates, and evaluates machine learning models and interprets results using generative artificial intelligence tools and applies them to solving practical problems. | matches | matches | matches | does not match | matches | matches |
Programme learning outcomes
PLO 1
Ability to apply fundamental theoretical foundations of computer science, mathematical methods and calculation principles in professional activity.
Supported by: CLO 1, CLO 2, CLO 3, CLO 4, CLO 5, CLO 6
PLO 2
Skills in software analysis, design, development, testing, implementation and maintenance.
Supported by: CLO 2, CLO 3, CLO 4, CLO 5, CLO 6
PLO 3
Skills in designing and managing databases, developing information systems, and applying artificial intelligence technologies.
Supported by: CLO 3, CLO 4, CLO 5, CLO 6
PLO 4
Skills in the design, construction, management and secure operation of computer networks, information security and distributed systems.
No contribution from this subject
PLO 5
Algorithmic thinking, analysis of computational problems, development of efficient algorithms and skills in using modern programming languages.
Supported by: CLO 1, CLO 2, CLO 3, CLO 4, CLO 5, CLO 6
PLO 6
Adherence to principles of professional ethics, effective oral and written communication, teamwork, research and continuous professional development skills.
Supported by: CLO 6