In this study, various approaches to feature space formation for solving data processing tasks are examined, and their implementation mechanisms in a programming environment are investigated. The paper describes methods for establishing internal relationships based on data characteristics, categorizing information, and handling categorical variables. Furthermore, techniques for grouping, scaling, and normalizing numerical data are presented, including practical approaches to data preprocessing in software environments.
| Mualliflar | Matchonov, Shohruh, Asatov, Timur |
|---|---|
| Jurnal | Techscience.uz - техника фанлари долзарб масалалри |
| Nashr sanasi | 2025-10-23 |
| Jild | 3 |
| Son | 9 |
| Betlar | 8-13 |
| Til | O‘zbek |
| DOI | 10.47390/ts-v3i9y2025no2 |
DOI: 10.47390/ts-v3i9y2025no2 · Maqolaning asl sahifasi
One-Hot Encoding, Label Encoding, Binning, Empirical Rule, MinMax Normalization, z-Normalization, StandardScaler, Normalization, Scaling., One-Hot Encoding, Label Encoding, Binning, Empirik qoida, MinMax normallashtirish, z-normallashtirish, StandardScaler, Normallashtirish, Masshtablash.
This article explores the issues of metadata formatting, the use of TEI and CoNLL-U standards, and the analysis of existing Natural Language Processing (NLP) tools for the Uzbek language in the process of creating an…
This article examines modern approaches to data mining, including machine learning, deep learning, and predictive modeling. The study analyzes algorithmic efficiency, accuracy indicators, and application domains…
The increasing complexity of wireless sensor networks (WSNs) combined with the advancement of Internet of Things (IoT) technologies presents significant challenges regarding efficient node clustering, crucial for…
Composite polymer reinforcement (FRP) has a high tensile strength, and the process of determining its physical and mechanical properties has a number of difficulties compared to steel reinforcement. Developing…
The article discusses modern approaches to improving the energy efficiency of industrial gas furnaces through the enhancement of gas flow measurement and control systems. The analysis of existing types of flow meters…
Currently, a number of large-scale reforms being carried out in our country are bearing fruit. The automotive industry is also entering a new era of development, progress, and renewal. And, of course, meeting consumer…
This work proposes a method to control the temperature and relative humidity in a greenhouse environment. The proposed temperature controller for a greenhouse cooling system is designed to regulate the volumetric air…
In this article, a numerical algorithm has been developed for the undisclosed approximation of the curve of the free surface of unstable water flow using the method of finite deductions and quasi-linearity, based on the…
This paper presents a practical analysis of the energy management of flat-plate solar air collectors (SACs). The study included the development of a physical model of thermal and fluid dynamics in a baffle-type…
This article discusses the issues of designing motor transport enterprises, highlights innovative solutions to improve their efficiency, optimal placement of production capacities, as well as the scientific foundations…
Techscience.uz - техника фанлари долзарб масалалри — barcha maqolalar